WO2019087638A1 - Information processing device and information processing method - Google Patents

Information processing device and information processing method Download PDF

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Publication number
WO2019087638A1
WO2019087638A1 PCT/JP2018/036361 JP2018036361W WO2019087638A1 WO 2019087638 A1 WO2019087638 A1 WO 2019087638A1 JP 2018036361 W JP2018036361 W JP 2018036361W WO 2019087638 A1 WO2019087638 A1 WO 2019087638A1
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Prior art keywords
work
information processing
processing apparatus
instruction
detected
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PCT/JP2018/036361
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French (fr)
Japanese (ja)
Inventor
悠美子 内田
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キヤノン株式会社
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Publication of WO2019087638A1 publication Critical patent/WO2019087638A1/en

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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/418Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

Definitions

  • the present invention relates to a technique for performing execution determination of work in a process using a captured image.
  • Patent Document 1 discloses a technique of photographing the site of an assembly operation, analyzing the movement of a worker from a photographed image, and giving a warning when a defect in operation is detected.
  • a method for detecting a defect in work the movement of the worker in normal time is defined in advance, the defined movement is compared with the movement acquired from the photographed video, and the defect in work is detected when the difference is large. The method is used.
  • a worker receives a warning and re-executes a work that has been defective.
  • patent document 1 is not disclosed about the control method of the operation
  • Patent Document 2 discloses a system that continuously monitors outdoor and indoor activities of a monitoring target person such as an elderly person by cooperation of a robot and a wristwatch.
  • a monitoring target person such as an elderly person by cooperation of a robot and a wristwatch.
  • behavior monitoring is performed using the video taken by the robot, and when the person to be monitored goes out, the monitoring by the robot is interrupted and the behavior is measured by the wristwatch.
  • the robot analyzes the data measured by the wristwatch, and if there is something wrong with the behavior when going out, the monitoring by the robot is resumed after reporting to the security company.
  • Patent Document 3 discloses a technique of photographing an area for managing important assets and confidential information, detecting a difference from a normal operation state by analyzing a monitoring video, and performing an alarm. Furthermore, at the time of work by the administrator, in order to prevent generation of an alarm, there is provided a function of canceling the monitoring state based on the contents of video analysis. Specifically, the proper work image set in advance and the photographed visitor work image are compared, and if they match, the monitoring state is canceled and control is performed so as not to generate an alarm until the work is completed. It is a thing.
  • Patent Document 2 and Patent Document 3 relate to techniques for temporarily interrupting video surveillance and resuming it later, but depending on the status at the time of surveillance suspension and the captured video during suspension, surveillance resumes It does not control later monitoring processing.
  • the present invention has been made in view of such a problem, and provides a technique for correctly performing the work determination even in the case where the worker re-executes the defective work and then resumes the normal work. Do.
  • One aspect of the present invention includes processing means for executing detection processing for detecting a defect in work from a photographed image of a worker sequentially performing a series of work included in a work sequence, the processing means including the detection
  • the detection processing is interrupted until an instruction from the operator is detected, and when the instruction is detected after the interruption, the target of the detection processing is resumed after the detection processing is resumed.
  • Target work from the continuation of already performed work to the target work or work from the work related to the work for which the deficiency is detected, or specified based on the work for which the deficiency is detected, The detection process for the target work is resumed.
  • FIG. 2 is a block diagram showing a configuration example of a computer device.
  • the block diagram which shows the structural example of a work monitoring system.
  • the figure explaining the operation example of the work monitoring system The figure explaining the operation example of the work monitoring system.
  • the figure explaining the operation example of the work monitoring system The figure explaining the operation example of the work monitoring system.
  • FIG. The figure which shows the structural example of a table.
  • the figure which shows the structural example of a table The figure which shows the structural example of a table.
  • the figure which shows the structural example of a table The figure which shows the structural example of a table.
  • the figure which shows the structural example of a table The figure which shows the structural example of a table.
  • the figure which shows the structural example of a table The figure which shows the structural example of a table.
  • 6 is a flowchart of work execution determination processing performed by the information processing apparatus 200.
  • 5 is a flowchart showing details of processing in step S402.
  • 5 is a flowchart showing details of processing in step S402.
  • the flowchart which shows the details of the processing in step S403.
  • the flowchart which shows the details of the processing in step S404.
  • the flowchart which shows the details of the processing in step S403.
  • the task monitoring system includes an imaging device 100 for imaging a worker who is sequentially performing a series of tasks, and a photographed image (moving image) of the worker by the imaging device 100.
  • the information processing apparatus 200 that performs the analysis of The information processing apparatus 200 executes a detection process of detecting a defect in work from a photographed image of a worker who is sequentially performing a series of work included in the work sequence.
  • the information processing apparatus 200 when the information processing apparatus 200 detects a defect in work from the captured image by the detection process, the information processing apparatus 200 interrupts the detection process until an instruction from the operator is detected. Then, when the information processing apparatus 200 detects the instruction after the interruption, the information processing apparatus 200 specifies a target work to be a target of the detection process after resuming the detection process based on the work for which the deficiency is detected, and performs the detection process for the target work. Resume The following description of the operation of the information processing apparatus 200 is merely an example of such an operation.
  • the image pickup apparatus 100 picks up an operator who is sequentially executing a series of tasks, and the images (photographed images) of each frame of the photographed image by the image pickup apparatus 100 are sequentially sent out to the information processing apparatus 200. Be done.
  • the imaging apparatus 100 may perform imaging so as to include the whole of the worker, or imaging so as to include the work site (for example, the entire arm) of the worker (not necessarily including other than the work site) You may do it.
  • the acquisition unit 108 acquires a captured image (captured image 109) of each frame sent from the imaging device 100 and stores (buffers) the image in the memory 198.
  • the work determination unit 110 sequentially refers to the captured image of each frame stored in the memory 198 and determines whether the worker has performed each work constituting the work process assigned to the worker in a prescribed order. The determination is made based on the standard work sequence 111 or the temporary work sequence 112. The standard work sequence 111 and the temporary work sequence 112 will be described later.
  • the detection unit 113 detects a gesture performed by the operator to switch the operation mode of the information processing apparatus 200 by sequentially referring to the captured image of each frame stored in the memory 198.
  • the mode control unit 114 controls switching of the operation mode of the information processing device 200 according to the detection result of the gesture by the detection unit 113.
  • the information processing apparatus 200 in the normal mode performs a detection process of detecting a defect in work by the worker from a video captured by the imaging device 100 by the worker.
  • detection processing for detecting a defect in work refers to work execution determination processing including detection of a missing work and detection of a work that does not satisfy “conditions that a correct work should meet”. is there.
  • the information processing apparatus 200 shifts the operation mode of the information processing apparatus 200 from the normal mode to the warning mode.
  • the information processing apparatus 200 in the warning mode interrupts the process of detecting a defect in work, notifies the worker of information related to the work in which the defect is detected, and urges re-execution of the work in which the defect is detected.
  • the operator can shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode to re-execute the task Make a gesture of 1.
  • the information processing apparatus 200 in the warning mode detects a first gesture by the operator from a video shot by the imaging apparatus 100, the information processing apparatus 200 interrupts notification of information related to the work for which a defect is detected, and the operation mode of the information processing apparatus 200 Move from warning mode to standby mode.
  • the information processing apparatus 200 in the standby mode performs a detection process of detecting a second gesture by the worker from a video captured by the imaging apparatus 100.
  • the worker re-executes the work for which the deficiency is detected.
  • the standby mode since the information processing apparatus 200 is in the standby state without performing the process of detecting the incomplete work, even if the worker re-executes the work, the work is not detected as the incomplete work. . Then, when the re-execution of the work is completed, the worker performs a second gesture to shift the operation mode of the information processing device 200 from the standby mode to the normal mode.
  • the information processing apparatus 200 in the standby mode detects the second gesture from the video shot by the imaging apparatus 100, the operator notifies the worker of the work to be performed next, and the operation mode of the information processing apparatus 200 is set. Shift from standby mode to normal mode.
  • the notification control unit 115 controls the various types of notification described above.
  • the generation unit 116 generates the temporary work sequence 112 described above.
  • the control unit 199 controls the operation of the entire information processing apparatus 200.
  • the memory 198 stores various data for realizing various processes by the information processing apparatus 200.
  • the numbers of the imaging devices 100 and the information processing devices 200 are “1”, but the numbers of the imaging devices 100 and the information processing devices 200 are not limited to “1”. Although the imaging device 100 and the information processing device 200 are separate devices in FIG. 1B, the present invention is not limited to this, and the imaging device 100 and the information processing device 200 may be integrated into one device.
  • FIG. 2A is a bird's-eye view showing how a worker 201 is performing assembly work (work steps assigned to the worker 201) on the work object 204 on the work bench 203.
  • FIG. 2B an imaging device 100 is provided above the work table 203 in order to capture an image including the worker 201 (a part or all) and the work object 204.
  • the work determination unit 110 performs a detection process of detecting a defect in the work performed by the worker 201 from the image captured by the worker 201 by the imaging device 100. Then, when the work determination unit 110 detects an incomplete work, the mode control unit 114 shifts the operation mode of the information processing device 200 from the normal mode to the warning mode. In the warning mode, the operation determination unit 110 interrupts the process of detecting the incompleteness of the operation, and the notification control unit 115 notifies the worker of information related to the operation for which the incompleteness is detected, and urges reimplementation of the incomplete operation. .
  • the warning mode the operation determination unit 110 interrupts the process of detecting the incompleteness of the operation, and the notification control unit 115 notifies the worker of information related to the operation for which the incompleteness is detected, and urges reimplementation of the incomplete operation. .
  • each operation step is composed of a plurality of operations (operation groups). Furthermore, for each work that constitutes one work process, the order of execution is defined. Each worker is in charge of one work process, and it is assumed that the work of the same work process is repeatedly performed.
  • the work monitoring system according to the present embodiment is for performing, for a specific work process determined in advance, execution determination of each work that constitutes the work process.
  • this "group of a plurality of tasks” is defined as a "phase”.
  • FIG. 2B shows a configuration example of one work process assigned to the worker 201. In FIG. 2B, this one work process can be performed in this order of nine work of work 1, work 2, work 3, work 4, work 5, work 6, work 7, work 8, work 9, and so on. It is a prescribed work process.
  • the tasks 1 to 4 constitute a phase 1
  • the tasks 5 to 6 constitute a phase 2
  • the tasks 7 to 9 constitute a phase 3.
  • the information processing device 200 detects the occurrence of a prescribed event in a captured image by the imaging device 100 as a phase break (end).
  • the occurrence of a prescribed event is, for example, the occurrence of a prescribed change in the position and / or posture of the work object 204.
  • the information processing apparatus 200 detects that the work object 204 is turned over from the captured video, it determines that there is a break in phase 1 and that the work object 204 is rotated from the captured video.
  • the information processing apparatus 200 determines that there is a phase 2 break. Then, each time the information processing apparatus 200 detects a division of a phase, the information processing apparatus 200 performs a process of detecting a defect in work in the phase (determination of execution of the work in the phase). In the example of FIG. 2B, when the information processing apparatus 200 detects that the work object 204 is turned over from the captured video, it determines that there is a break in phase 1, and works 1 to 4 constituting phase 1 It is judged whether or not it was carried out normally in this order.
  • the information processing apparatus 200 in the normal mode detects a phase 1 break from the captured image, it is determined whether the operations 1 to 4 constituting the phase 1 are normally performed in this order.
  • the information processing apparatus 200 determines that there is a defect in the operation 3 among the operations 1 to 4.
  • the information processing apparatus 200 switches the operation mode of the information processing apparatus 200 from the normal mode to the warning mode, interrupts execution determination processing of the work, and notifies that there is a defect in the work 3. Encourage re-implementation.
  • the worker When receiving the notification, the worker performs a first gesture to shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode in order to re-perform the work 3.
  • the information processing apparatus 200 recognizes the first gesture from the captured video, the notification that there is a defect in the work 3 is interrupted, and the operation mode of the information processing apparatus 200 is shifted from the warning mode to the standby mode. Then, the worker re-performs work 3, and when re-execution of work 3 is completed, the operator performs a second gesture for shifting the operation mode of the information processing device 200 from the standby mode to the normal mode.
  • the information processing apparatus 200 When the information processing apparatus 200 recognizes the second gesture from the captured image, the operator is notified of the first operation “operation 5” of phase 2 which is the phase following phase 1 as the operation to be performed next by the operator. . Then, the information processing device 200 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Then, the worker sequentially performs the work after the work 5.
  • the example of FIG. 2C is based on the premise that the related work associated with the work for which the defect is detected is not present in the same work process.
  • An example of switching the operation mode of the information processing apparatus 200 in the case where another work (related work) related to the work having a defect exists in the same work process will be described using FIG. 2D.
  • the related work related to the work A is a work that must be performed after the work A is performed, and is determined in advance by characteristics of the contents of the work.
  • the “cleaning operation” is a related operation of the “cutting operation”.
  • the related work of the work 2 is the work 4.
  • the information processing apparatus 200 in the normal mode detects a phase 1 break from the captured image, it is determined whether the operations 1 to 4 constituting the phase 1 are normally performed in this order.
  • the information processing apparatus 200 determines that there is a defect in the operation 2 among the operations 1 to 4.
  • the information processing apparatus 200 switches the operation mode of the information processing apparatus 200 from the normal mode to the warning mode, interrupts execution determination processing of the work, and notifies that there is a defect in the work 2.
  • the worker performs a first gesture to shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode in order to re-perform the work 2.
  • the information processing apparatus 200 When the information processing apparatus 200 recognizes the first gesture from the captured image, the notification that there is a defect in the work 2 is interrupted, and the operation mode of the information processing apparatus 200 is shifted from the warning mode to the standby mode. Then, the worker re-performs task 2, and when re-execution of task 2 is completed, the operator performs a second gesture to shift the operation mode of the information processing apparatus 200 from the standby mode to the normal mode.
  • the work 4 is finished in the previous normal mode, but is a work that must be performed again after the work 2 is performed again. Therefore, when the information processing apparatus 200 recognizes the second gesture from the photographed image, the information processing apparatus 200 notifies the worker of the task 4 which is a related task of the task 2 as a task to be performed next. Then, the information processing device 200 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Then, the worker sequentially performs the work after the work 4.
  • FIG. 4 showing a flowchart of the process. It is assumed that the operation mode of the information processing apparatus 200 is set to the normal mode at the start of the process according to the flowchart of FIG. 4.
  • step S401 the control unit 199 sets information specifying the work process to be performed by the operator. For example, the control unit 199 sets the work process input by the operator or the manager of the factory operating the operation unit (not shown). The subsequent processing is performed for this set processing step.
  • step S402 the information processing device 200 performs the normal mode operation. Details of the process in step S402 will be described using the flowcharts of FIGS. 5A and 5B.
  • step S501 the work determination unit 110 reads captured images in the order of storage from the memory 198. Further, the control unit 199 initializes a variable F representing an ID of a phase to be currently processed to one.
  • Various processes can be applied to the process for determining whether or not a phase has been started in the captured image (a phase has been switched). For example, the presence or absence of a change in the position or posture of the work object in the captured image is determined by template matching of the captured image and the template image for phase switching determination defined in advance, and the result is determined It can be determined whether the phase has started.
  • template matching the template image of the work object is moved on the captured image, and the similarity between the template image and a partial image overlapping the template image in the captured image is obtained.
  • the similarity can be obtained, for example, as a sum of absolute values of differences between pixel values of corresponding pixel positions in the template image and the partial image, but the method of obtaining the similarity is not limited to a specific method.
  • the position of the template image for which the maximum similarity degree is obtained on the captured image can be obtained as the position of the work target.
  • images of work objects of various postures can be used as template images, and the posture corresponding to the template image having the highest degree of similarity with the captured image can be obtained as the posture of the work target in the captured image.
  • the work object can be determined by calculating the difference between the position and orientation of the work object determined for the captured image of the previous frame. It is possible to obtain changes in the position and posture of For example, if the distance between the position of the work target determined for the captured image of the previous frame and the position of the work target determined for the captured image of the current frame is equal to or greater than the threshold, the work target is between these two frames. It can be determined that it is moving. On the other hand, if the distance is less than the threshold, it can be determined that the work object is stationary between the two frames.
  • the phase is started when the change in the position or posture of the work object obtained in this way satisfies the start condition (the condition for switching from the current phase to the next phase) of the phase (here, phase 1). It can be determined that (the current phase has been switched to the next phase).
  • the start conditions include, for example, moving the work object in a prescribed direction, turning over the work object, causing the work object to appear, and causing it to disappear.
  • the method for determining whether or not a prescribed phase has started in the captured image is not limited to a specific method, for example, a method such as machine learning It is available.
  • step S503 the work determination unit 110 acquires the standard work sequence 111 as the comparison sequence. However, the work determination unit 110 creates the temporary work sequence 112 in the standby mode, and thereafter acquires the temporary work sequence 112 as the collation sequence when the process proceeds from step S806 to step S503.
  • step S504 the work determination unit 110 reads captured images in the order of storage from the memory 198.
  • step S505 the work determination unit 110 extracts the area (hand area) of the worker's hand from the captured image read from the memory 198 in step S504.
  • the work determination unit 110 extracts the hand area from the captured image by the background difference method.
  • the background subtraction method a moving body (human body) is extracted from a difference image between a target captured image and a background image, and a hand region is acquired from the extracted human body excluding a head, a moving body, an arm and the like.
  • the method of extracting (acquiring) the hand region is not limited to a specific method, and for example, a method of using machine learning, a method of extracting a color region of the skin and detecting the hand region, skin using infrared rays There is also a method of detecting a hand area by extracting a temperature area.
  • a technique for extracting a hand region from a captured image is a known technique, and any technique may be used in this step to extract the hand region from the captured image.
  • step S506 the work determination unit 110 determines in which of the work areas on the captured image the hand area extracted in step S505 is included.
  • real areas 301 to 304 are set on the work bench 203, and in the information processing apparatus 200, the hands of the operator 201 are real areas X (any one of the real areas 301 to 304). If it is located at, it is determined that work X has been performed.
  • the numbers in the real areas 301 to 304 are the IDs (area IDs) of the real areas, respectively.
  • An area (working area) on an image captured by the imaging apparatus 100 corresponding to each of the real areas 301 to 304 is uniquely defined based on parameters such as the position and orientation of the imaging apparatus 100 and the angle of view.
  • the information defining the work area is, as shown in FIG. 3B, a memory 198 as a table in which an area ID 305 of the real area corresponding to the work area is associated with image coordinates (coordinate values 306) of four corners of the work area. Are registered in advance. However, the work determination unit 110 determines which of the respective work areas defined by the coordinate values 306 on the captured image is included in the hand area on the captured image.
  • the work determination unit 110 registers the area ID corresponding to the work area including the hand area in the detection area sequence 315 illustrated on the left side of FIG. 3F.
  • area IDs are arranged in the order of registration.
  • the memory 198 is required to pass the operator's hand region because it is determined that the work corresponding to the work ID 307 is performed for each work ID 307 which is an ID unique to the work.
  • the area ID 305 of the work area, the work ID (related work ID) 308 of the related work of the work corresponding to the work ID 307, and the name of the work of the work ID 307 are registered in association with each other.
  • step S507 the work determination unit 110 performs the same process as step S502 described above on the captured image read from the memory 198 in step S504 to determine whether or not the phase has been switched in the captured image. . If the phase is switched in the captured image, the process proceeds to step S509. If the phase is not switched in the captured image, the process returns to step S504.
  • step S509 the work determination unit 110 collates the comparison sequence with the detection area sequence 315, and determines whether there is any defect in the “work area through which the hand area has passed” represented by the detection area sequence 315.
  • the temporary work sequence 112 corresponds to a work sequence 313 in which the work determined by the information processing apparatus 200 as the work to be performed in the phase corresponding to the phase ID 310 is arranged in order of execution and each work in the work sequence 313. It is a table which associates and manages an area sequence 314 representing a sequence of the area ID 305 of the work area.
  • the temporary work sequence 112 is created in the standby mode and deleted after use.
  • the tables shown in FIGS. 3B to 3D are prepared in advance for each work process and registered in the memory 198.
  • This matching can use sequence matching called DP matching.
  • the matching method is not limited to DP matching, and another matching method may be used.
  • the detection area sequence 315 may be deleted after completion of step S509.
  • a DP matching result between the area sequence “1 2 3 4” and the detection area sequence “1 1 2 2 4 1 4” is obtained.
  • various processes can be considered as a process for determining whether there is a defect in the implementation of the work.
  • the area ID corresponding to the work ID can be uniquely identified because each work ID in the work sequence 311 (313) corresponds to each area ID in the area sequence 312 (314) on a one-to-one basis.
  • the area ID corresponding to the work ID is an area ID determined not to be in the collation sequence in the collation processing in step S510, information indicating that a defect in the work corresponding to the work ID is detected (implementation Register the judgment result).
  • the area ID corresponding to the work ID is an area ID determined to be in the collation sequence in the collation processing in step S510, information indicating that the defect of the work corresponding to the work ID is not detected ( Register the implementation judgment result).
  • the configuration for acquiring the corresponding implementation determination result for each work ID is not limited to a specific configuration.
  • one work area is associated with one work, but a plurality of work areas may be associated with one work.
  • the execution determination of the work is not limited to the one using the work area, and for example, the lack of work may be detected by comparing the feature quantity of the hand movement with the feature quantity of the correct hand movement. That is, as long as it can be determined whether or not each work is defective, the configuration therefor is not limited to a specific configuration.
  • step S403 the information processing device 200 operates in the warning mode. Details of the process in step S403 will be described using the flowchart of FIG.
  • step S701 the notification control unit 115 specifies the work ID whose execution determination result 316 corresponds to "NG" in the table created in step S511 above, and detects a defect in the work corresponding to the specified work ID. Report that it was done.
  • notification of a defect in work is performed by voice output, it is assumed that voice data has been recorded in advance for all work, and the notification can be performed by reproducing voice data corresponding to the work ID. This notification is continued while the information processing apparatus 200 operates in the warning mode.
  • the notification method of the defect of the work to the worker in the present embodiment is not limited to the voice notification, and may be a lighting pattern of a lamp connected to the information processing apparatus 200 or a display notification on a display device such as a liquid crystal monitor. Good.
  • step S702 when the detection unit 113 reads the captured images in the order of storage from the memory 198 and recognizes the above-described first gesture by the worker from the read captured image, the process proceeds to step S704 via step S703. Go to On the other hand, when the above-described first gesture by the operator is not recognized from the captured image read out in step S702, the process proceeds to step S702 via step S703.
  • gestures For example, it is possible to detect a hand area or an arm area from a captured image, and to determine whether or not a predetermined gesture has been performed based on a time-series change in movement. By calculating feature quantities for each image and accumulating information of a plurality of images in time series, it is possible to obtain time-sequential motion features. Also, the gesture is not limited to recognition from the image, and for example, the motion of a part such as a hand is measured using a sensor, and if the measured motion matches the motion of a predetermined gesture, the predetermined gesture is You may judge that it was done.
  • step S704 the work determination unit 110 suspends (stops) the processing for detecting a defect in work from the captured image (execution determination process of the work), and in step S705, the mode control unit 114 operates the information processing apparatus 200. Move the mode from warning mode to standby mode. Then, the process proceeds to step S404. That is, the transition from step S403 to step S404 is performed when the first gesture is recognized from the captured image in the warning mode.
  • step S404 the information processing apparatus 200 operates in the standby mode. Details of the process in step S404 will be described using the flowchart of FIG.
  • step S801 when the detection unit 113 reads the captured images in the order of storage from the memory 198 and recognizes the second gesture by the worker from the read captured image, the process proceeds to step S803 via step S802. Go to On the other hand, if the above-described second gesture by the operator is not recognized from the captured image read out in step S801, the process proceeds to step S801 via step S802.
  • the recognition of the gesture is performed using a known technique as described above.
  • the first gesture and the second gesture may be the same gesture or may be different gestures.
  • the first gesture and the second gesture may be performed by the same person or different persons.
  • step S804 if the related work ID corresponding to the work ID corresponding to “NG” is registered in the table of FIG. 3C as the execution determination result 316, the process proceeds to step S804, and if not registered, the process The process proceeds to step S805.
  • the table of FIG. 3F may be deleted after the process of step S803 is completed.
  • step S805 the notification control unit 115 notifies the worker of the work to be performed next.
  • the standard work sequence 111 is used as a collating sequence after returning to the normal mode. Therefore, the information related to the first work of the next phase in the standard work sequence 111 To inform
  • the temporary work sequence 112 is created, since the temporary work sequence 112 is used as a comparison sequence after returning to the normal mode, information on the leading work is notified in the temporary work sequence 112.
  • the notification method is not limited to a specific method, and as described above, may be notification by voice or notification by display. Also, the content to be notified is not limited to the specific content.
  • step S806 the mode control unit 114 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Furthermore, the control unit 199 increments the value of the variable F by one.
  • step S402 (more specifically, step S503).
  • step S806 the temporary work sequence 112 generated in step S804 described above is acquired (used instead of the standard work sequence 111) as the collation sequence from step S503. become.
  • the operation mode shifts to a warning mode and a standby mode in which processing different from the normal mode is performed, and execution of the operation is performed while the operator re-executes the operation. Suspend the judgment process. Then, after the re-execution of the work, it is determined which work should be resumed and the worker is notified, and a defect in work after the re-execution is also detected. Further, the operator can easily notify the information processing apparatus 200 of a warning comprehension and completion of the reworking by a gesture or the like by a mode shift instruction using a video.
  • the notification control unit 115 notifies the operator of a message prompting the user to return to the normal mode (for example, a message prompting to perform the second gesture) when the duration time of the standby mode exceeds the prescribed time. good.
  • the gesture can be prompted.
  • the information processing apparatus 200 may notify the worker when the duration of the standby mode exceeds the prescribed time in the processing of the standby mode.
  • the mode shift instruction can be prompted.
  • the information processing apparatus 200 since the worker has usually performed the work with forgetting the mode transition instruction, the state where the standard sequence and the work performed by the worker do not match at the time of return to the normal mode continues, and an erroneous warning is given. It may continue to be notified.
  • the information processing apparatus 200 resets the phase position of the work execution determination process to the initial state “first phase” or “worker designated phase”. May be provided. Similar to the mode shift instruction, the reset instruction and the ID of the phase to be reset can be received by a specific gesture or the like of the worker.
  • the mode transition instruction is performed by a gesture.
  • the mode transition instruction may be performed by another method. For example, by causing the imaging device 100 to capture an object such as a marker and the information processing device 200 recognizes an object in a captured image, the mode may be shifted to a mode according to the type of the recognized object.
  • a plurality of objects may be set in advance in the imaging range of the imaging device 100, and the operator may instruct mode transition by pointing to one of the plurality of objects.
  • the information processing apparatus 200 recognizes an object pointed to by the worker from the captured image, and shifts the mode to a mode according to the type of the recognized object.
  • an instruction from the operator can be received in addition to the mode transition instruction. For example, when the worker can not hear the notification about the work resumption, the instruction to re-notify may be performed. In this case, when the information processing apparatus 200 detects a re-notification instruction from the operator, the information content of the immediately preceding notification is notified again.
  • the operator may be notified of the operation mode of the information processing apparatus 200.
  • the operator may be notified of the operation mode of the information processing apparatus 200 by the lighting pattern of the lamp connected to the information processing apparatus 200 or the display content of the display screen of the information processing apparatus 200. According to such a configuration, the operator can grasp whether the mode shift instruction issued by the operator has been correctly detected by the information processing apparatus 200.
  • the second embodiment is the same as the first embodiment unless otherwise specified.
  • the execution determination of the work is interrupted and not performed during the warning mode and the standby mode.
  • the worker has already started the work of the next phase when the information processing apparatus 200 notifies of a work defect in a certain phase. .
  • the worker finishes the work that is currently underway, and then re-does the work for which the defect has been notified.
  • the present embodiment takes into consideration the time lag between the work completion timing of the worker and the notification timing of the execution determination result of the work, and the work performed by the worker until the instruction to shift from the warning mode to the standby mode is input.
  • a temporary work sequence 112 is generated based on.
  • the information processing apparatus 200 in the normal mode detects a break of phase 1 (between work 4 and work 5) from the captured image, whether or not the works 1 to 4 constituting the phase 1 are normally performed in this order Make an implementation decision. It is assumed that there is a defect in work 3 by this implementation determination. In this case, the operation mode of the information processing apparatus 200 shifts from the normal mode to the warning mode, the operator is notified of the deficiency of the operation 3 and the re-execution of the operation 3 is prompted.
  • the worker carries out each work in a relatively short time, and it takes time to acquire a photographed image and perform processing such as execution determination of the work of phase 1 and the like. Therefore, as shown in FIG. 9, when the information processing apparatus 200 detects a break in phase 1 and determines the execution of the work, and notifies the defect in the work 3 detected by the execution determination, the worker has already made the phase 2 Work 5 of is carried out. In this embodiment, in such a case, the operator completes the operation 5 and then instructs the shift to the standby mode to perform the operation 3 again. Then, when the information processing apparatus 200 shifts to the normal mode, since the work 5 has already been performed, the information processing apparatus 200 instructs the work restart from the work 6.
  • the information processing apparatus 200 performs processing according to the flowchart of FIG. 10 in the warning mode (that is, in the present embodiment, processing according to the flowchart of FIG. 10 is performed in step S403).
  • step S1001 the notification control unit 115 gives notification of an operation defect as in step S701 described above.
  • step S1002 the work determination unit 110 reads captured images in the order of storage from the memory 198.
  • the captured image read out in step S1002 is a captured image after the phase has been switched, and in the case of FIG. 9 is a captured image corresponding to the start of task 5.
  • step S1003 the work determination unit 110 extracts the hand area from the captured image read in step S1002 by performing the same process as step S505 described above.
  • step S1004 the work determination unit 110 performs the same process as step S506 described above to determine which of the work areas on the captured image the hand area extracted in step S1003 is included. That is, in steps S1003 and S1004, it is possible to detect the work performed between the transition to the warning mode and the transition to the standby mode, and to register the corresponding area ID in the detection area sequence 315.
  • Steps S1005 to S1007 are the same as steps S703 to S705, respectively, and thus the description of these processes is omitted.
  • the information processing apparatus 200 performs processing according to the flowchart of FIG. 11 in the standby mode (that is, in the present embodiment, processing according to the flowchart of FIG. 11 is performed in step S404).
  • Step S1101 is the same as step S801 described above, and thus the description of this step is omitted.
  • the process proceeds to step S1103 via step S1102.
  • the process proceeds to step S1101 via step S1102.
  • the above DP matching is used for the matching.
  • phase corresponding to phase ID (value of variable F + 1)
  • the deleted work sequence is created as a work sequence 313.
  • step S1106 the work determination unit 110 identifies the work ID whose execution determination result 316 corresponds to "NG" in the table created in step S511, and the related work ID corresponding to the work ID is the table in FIG. 3C. It is judged whether it is registered in. As a result of this judgment, if the related work ID corresponding to the work ID corresponding to “NG” in the execution judgment result 316 is registered in the table of FIG. 3C, the process proceeds to step S1107, and if not registered, the process The process proceeds to step S1108.
  • step S1107 when the work sequence 313 is created in step S1105, the generation unit 116 adds a related work ID at the top of the work sequence 313 as the work sequence 313 again.
  • Steps S1108 and S1109 are the same as steps S805 and S806, respectively.
  • the execution determination of the work is performed using the switching of the phase as a trigger, but the trigger for determining the execution of the work is not limited to the switching of the phase.
  • the execution determination of the work for the process may be performed when one process is completed.
  • a temporary work sequence is always generated for this standard work sequence.
  • a defect is detected in operation 2 because the execution determination of operations 1 to 4 is performed when operations 1 to 4 are completed. Further, it is assumed that an operation 4 is defined as a related operation of the operation 2.
  • the operation mode of the information processing apparatus 200 shifts to a warning mode, and since there is a defect in work 2, notification is given to prompt the operator to re-perform work 2.
  • the operation mode of the information processing device 200 shifts from the warning mode to the standby mode. In the standby mode, after the operator re-performs work 2, the instruction to shift to the normal mode is issued.
  • the information processing apparatus 200 sets “4, 1, 2, 3, 4” as a temporary work sequence in which “work 4,” which is a related work, is added to the head of the work sequence “1, 2, 3, 4”. After generating and returning to the normal mode, this temporary work sequence is used. In addition, as notification to the worker, after the execution instruction of the operation 4 is given, the operation start from the operation 1 can be instructed to the next target object.
  • the execution determination of the work may be performed for each work constituting one process. For example, for each work from the top of one standard work sequence, the execution determination result of the work is sequentially collated, and it is possible to determine that the work is not performed when a work not corresponding to the standard work sequence occurs.
  • one standard work sequence is defined for one process, and the temporary work sequence can be generated on the basis of a sequence obtained by cutting the work determined to be performed from the standard work sequence.
  • notification is provided to prompt re-execution of only the work for which a defect has been detected.
  • a notification for promoting re-execution of the related work related to the work is performed. It is good.
  • the operation of the information processing apparatus 200 in the case of performing such notification will be described using FIG. 12B.
  • phase 1 between work 4 and work 5 and work 4 is defined as a related work of work 2.
  • the information processing apparatus 200 in the normal mode detects a break of phase 1 (between work 4 and work 5) from the captured image, whether or not the works 1 to 4 constituting the phase 1 are normally performed in this order Make an implementation decision. It is assumed that there is a defect in work 2 due to this implementation determination.
  • the operation mode of the information processing apparatus 200 shifts to the warning mode, and since the operation 2 is defective, the operation 4 is a related operation not only to the operation 2 but also to the operation 2 Also perform notification to encourage reimplementation.
  • the operation mode of the information processing device 200 shifts from the warning mode to the standby mode.
  • the standby mode after the operator re-performs the work 2 and the work 4, an instruction to shift to the normal mode is issued.
  • the notification to prompt the operator to perform the operation 5 is performed.
  • the information processing apparatus 200 may not generate the temporary work sequence to which the related work is added. In this embodiment, although it can not be determined whether the related work has been correctly re-executed, the system configuration can be simplified.
  • the data generated by the information processing apparatus 200 may be appropriately deleted if it becomes unnecessary.
  • the temporary work sequence 112 may be deleted. Conversely, you may save without deleting.
  • the photographed video of the worker is acquired from the imaging device 100, but the present invention is not limited to this.
  • the acquisition unit 108 may obtain the captured video from the external device.
  • FIGS. 3B to 3F are merely examples, and the numerical values in the tables and the configurations of the tables are not limited to the examples of FIGS. 3B to 3F. Also, several tables may be combined into one table, or one table may be divided into several tables.
  • Each functional unit in the information processing apparatus 200 illustrated in FIG. 1B may be implemented by hardware.
  • the acquisition unit 108, the detection unit 113, the work determination unit 110, the mode control unit 114, the notification control unit 115, the generation unit 116, and the control unit 199 may be implemented by software (computer program).
  • a computer device having a memory 198 and having a processor capable of executing such a computer program is applicable to the information processing device 200 described above.
  • An exemplary hardware configuration of a computer apparatus applicable to the information processing apparatus 200 will be described using the block diagram of FIG. 1A.
  • the CPU 101 executes processing using computer programs and data stored in the ROM 102 and the RAM 103. Thus, the CPU 101 controls the entire operation of the computer apparatus, and executes or controls each process described above as being performed by the information processing apparatus 200.
  • the ROM 102 stores computer programs and data that do not require rewriting (such as computer programs and data of the BIOS).
  • the RAM 103 has an area for storing a computer program or data loaded from the storage unit 104 and data received from the outside via the communication unit 107. Further, the RAM 103 has a work area used when the CPU 101 executes various processes. Thus, the RAM 103 can appropriately provide various areas.
  • the storage unit 104 is a large-capacity information storage device represented by a hard disk drive.
  • the storage unit 104 stores an operating system (OS) and computer programs and data for causing the CPU 101 to execute or control each process described above as being performed by the information processing apparatus 200.
  • OS operating system
  • the computer program stored in the storage unit 104 includes the functions of the acquisition unit 108, the detection unit 113, the operation determination unit 110, the mode control unit 114, the notification control unit 115, the generation unit 116, and the control unit 199 described above. Contains a computer program to make it happen.
  • the data stored in the storage unit 104 includes one handled as known information in the above description and one described as information stored in the memory 198. That is, the data stored in the storage unit 104 includes various tables of FIGS. 3B to 3F including the standard work sequence 111 and the temporary work sequence 112.
  • the computer program and data described as being stored in the storage unit 104 are appropriately loaded to the RAM 103 according to control of the CPU 101, and are to be processed by the CPU 101.
  • the above memory 198 can be implemented by the ROM 102, the RAM 103, and the storage unit 104.
  • the input unit 105 is configured of a user interface such as a keyboard, a mouse, and a touch panel screen, and can input various instructions to the CPU 101 by the user's operation.
  • the output unit 106 is a device for outputting various types of information, such as a display device that displays the processing result of the information processing device 200 as an image or characters, a device that performs various notifications as described above, and the like.
  • the communication unit 107 is for performing data communication with an external device via a network such as a LAN or the Internet.
  • a network such as a LAN or the Internet.
  • the above-described imaging device 100 can be connected to the communication unit 107, and an image captured by the imaging device 100 is stored in the RAM 103 or the storage unit 104 via the communication unit 107.
  • the CPU 101, the ROM 102, the RAM 103, the storage unit 104, the input unit 105, the output unit 106, and the communication unit 107 are all connected to the bus 180.
  • the configuration shown in FIG. 1A is only an example of the hardware configuration of the computer apparatus applicable to the information processing apparatus 200.
  • a DVD-ROM / RAM or a USB memory may be used as the information storage device, or the input unit 105 may be omitted, and instead, an operation input may be received via a touch panel screen.
  • the touch panel screen realizes both functions of information display and operation acceptance.
  • the work determination method in the above-mentioned embodiment is not limited to the method using which work area the hand area is in.
  • the work content may be specified by machine learning using a learned learning model based on an image of a frame that constitutes a moving image input from the imaging device 100.
  • a learning model in which motion features of a plurality of work contents set in advance are learned is created, and a score for each work content is obtained for an image of one frame.
  • the task determination unit 110 specifies the task content with the largest score as the task content corresponding to the frame.
  • various methods exist and the method is not specifically limited. For example, in the case of using a method called deep learning, a large amount of data obtained by photographing the correct work content is prepared first, and a model is created by inputting these data into a learning network.
  • the work determination unit 110 may appropriately correct the work content determination result obtained for each frame.
  • the correction process is a process of correcting a false recognition and the like, and can be corrected based on the continuity before and after the work determination result.
  • the task determination unit 110 can determine the task deficiency by collating the sequence of tasks. Under the present circumstances, you may comprise so that an operation implementation defect may be determined for every operation
  • the present invention supplies a program that implements one or more functions of the above-described embodiments to a system or apparatus via a network or storage medium, and one or more processors in a computer of the system or apparatus read and execute the program. Can also be realized. It can also be implemented by a circuit (eg, an ASIC) that implements one or more functions.
  • a circuit eg, an ASIC

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Abstract

In the present invention, in the case where a detection process is performed for detecting a defective operation from a photographed image of an operator sequentially executing a series of operations included in an operation sequence, when the defective operation is detected from the photographed image in the detection process, the detection process is suspended until an instruction from the operator is detected. When the instruction is detected after the suspension, whether an operation to be detected after resumption of the detection process is set to an operation after the series of operations which have been executed, or to an operation related to the operation which has been detected as defective is specified on the basis of the operation detected as defective, and the detection process is resumed for said operation to be detected.

Description

情報処理装置、情報処理方法Information processing apparatus, information processing method
 本発明は、撮影映像を用いて工程内の作業の実施判定を行うための技術に関するものである。 The present invention relates to a technique for performing execution determination of work in a process using a captured image.
 工場における人手による製品の組み立ては、多数の工程や作業から成り、作業の抜けやミスといった不備が発生することがある。作業の不備は製品の不良につながるため、作業不備があった場合には不備のあった作業を再実施する必要がある。しかし、組み立て後の製品をチェックするだけでは、作業の不備があったか否かを判定することは難しい。このため、作業を実施している最中に作業不備を判定し、作業者に対して再実施を促すシステムが必要とされている。 Manual assembly of products in a factory consists of a large number of processes and operations, which may result in defects such as omissions and errors in operations. Since a defect in work leads to a defect in the product, if there is a defect in work, it is necessary to re-execute the defective work. However, it is difficult to determine whether or not there is a defect in work just by checking the product after assembly. For this reason, there is a need for a system for determining work deficiencies while performing work and prompting workers to re-execute.
 特許文献1には、組み立て作業の現場を撮影し、撮影映像から作業者の動きを分析し、作業不備を検知した場合に警告を行う技術が開示されている。作業不備の検知方法としては、通常時の作業者の動きを事前に定義しておき、該定義された動きと撮影映像から取得した動きとを比較し、差分が大きい場合に作業不備を検知する手法を用いている。このように、作業者に対して、作業実施中に警告を通知するシステムでは、警告を受けて作業者が不備のあった作業を再実施することが想定される。しかし、作業の再実施を行う場合、作業者は通常時とは異なる動きをすることになるため、通常作業時と同様の映像分析を継続すると、作業不備として誤検知されてしまうという課題がある。係る点、特許文献1では、警告発生後の作業検知処理の制御方法については開示されておらず、本課題について解決されていない。 Patent Document 1 discloses a technique of photographing the site of an assembly operation, analyzing the movement of a worker from a photographed image, and giving a warning when a defect in operation is detected. As a method for detecting a defect in work, the movement of the worker in normal time is defined in advance, the defined movement is compared with the movement acquired from the photographed video, and the defect in work is detected when the difference is large. The method is used. As described above, in a system in which a worker is notified of a warning during work execution, it is assumed that a worker receives a warning and re-executes a work that has been defective. However, when re-executing the work, the worker moves differently from the normal time, so if the same video analysis as in the normal work is continued, there is a problem that the work is erroneously detected as a work defect. . In the point which concerns, patent document 1 is not disclosed about the control method of the operation | movement detection process after warning generation | occurrence | production, and is not solved about this subject.
 特許文献2には、ロボットとリストウォッチの連携によって、高齢者等のモニタ対象者の屋外・屋内での行動を連続的に監視するシステムが開示されている。モニタ対象者が屋内に居る際は、ロボットが撮影した映像を用いた行動監視を行い、モニタ対象者が外出する際は、ロボットによる監視を中断し、リストウォッチによる行動計測を行う。モニタ対象者の帰宅時には、リストウォッチが計測したデータをロボットが解析し、外出時の行動に異変があった場合は、警備会社への通報等を行った上で、ロボットによる監視を再開する。 Patent Document 2 discloses a system that continuously monitors outdoor and indoor activities of a monitoring target person such as an elderly person by cooperation of a robot and a wristwatch. When the person to be monitored is indoors, behavior monitoring is performed using the video taken by the robot, and when the person to be monitored goes out, the monitoring by the robot is interrupted and the behavior is measured by the wristwatch. When the person to be monitored returns home, the robot analyzes the data measured by the wristwatch, and if there is something wrong with the behavior when going out, the monitoring by the robot is resumed after reporting to the security company.
 特許文献3には、重要資産や機密情報を管理するエリアを撮影し、通常時の運用状況との差異を監視映像の解析によって検出し、警報を行う技術が開示されている。さらに、管理者による作業時には、警報を発生させないようにするために、映像解析内容に基づいて監視状態を解除する機能を備えている。具体的には、事前に設定された適正作業画像と撮影された入場者作業画像とを比較し、一致していれば監視状態を解除し、作業が終わるまで警報を発生させないように制御を行うものである。 Patent Document 3 discloses a technique of photographing an area for managing important assets and confidential information, detecting a difference from a normal operation state by analyzing a monitoring video, and performing an alarm. Furthermore, at the time of work by the administrator, in order to prevent generation of an alarm, there is provided a function of canceling the monitoring state based on the contents of video analysis. Specifically, the proper work image set in advance and the photographed visitor work image are compared, and if they match, the monitoring state is canceled and control is performed so as not to generate an alarm until the work is completed. It is a thing.
特開2003-167613号公報Japanese Patent Application Publication No. 2003-167613 特開2012-38339号公報JP 2012-38339 A 特開2016-149108号公報JP, 2016-149108, A
 特許文献2および特許文献3に開示されている技術は、映像監視を一時中断し、後に再開する技術に関するものであるが、監視中断時の状態や中断中の撮影映像に依存して、監視再開後の監視処理を制御するものではない。 The techniques disclosed in Patent Document 2 and Patent Document 3 relate to techniques for temporarily interrupting video surveillance and resuming it later, but depending on the status at the time of surveillance suspension and the captured video during suspension, surveillance resumes It does not control later monitoring processing.
 本発明はこのような問題に鑑みてなされたものであり、作業者が不備の作業の再実施を行ってから通常作業を再開するケースにおいても、正しく作業の実施判定を行うための技術を提供する。 The present invention has been made in view of such a problem, and provides a technique for correctly performing the work determination even in the case where the worker re-executes the defective work and then resumes the normal work. Do.
 本発明の一様態は、作業シーケンスに含まれる一連の作業を順次実施している作業者の撮影映像から作業の不備を検知する検知処理を実行する処理手段を備え、前記処理手段は、前記検知処理により前記撮影映像から作業の不備を検知すると、前記作業者からの指示を検知するまで前記検知処理を中断し、該中断後に該指示を検知すると、前記検知処理の再開後に前記検知処理の対象となる対象作業を、実施済みの作業の続きから対象作業にするか若しくは該不備が検知された作業に関連する作業から対象作業にするか、該不備が検知された作業に基づいて特定し、該対象作業に対する前記検知処理を再開することを特徴とする。 One aspect of the present invention includes processing means for executing detection processing for detecting a defect in work from a photographed image of a worker sequentially performing a series of work included in a work sequence, the processing means including the detection When the processing detects a defect in work from the photographed video, the detection processing is interrupted until an instruction from the operator is detected, and when the instruction is detected after the interruption, the target of the detection processing is resumed after the detection processing is resumed. Target work from the continuation of already performed work to the target work or work from the work related to the work for which the deficiency is detected, or specified based on the work for which the deficiency is detected, The detection process for the target work is resumed.
 本発明の構成によれば、作業者が不備の作業の再実施を行ってから通常作業を再開するケースにおいても、正しく作業の実施判定を行うことができる。 According to the configuration of the present invention, even in the case where the worker re-executes the defective work and then resumes the normal work, it is possible to correctly determine the execution of the work.
 本発明のその他の特徴及び利点は、添付図面を参照とした以下の説明により明らかになるであろう。なお、添付図面においては、同じ若しくは同様の構成には、同じ参照番号を付す。 Other features and advantages of the present invention will become apparent from the following description taken in conjunction with the accompanying drawings. In the attached drawings, the same or similar configurations are denoted by the same reference numerals.
 添付図面は明細書に含まれ、その一部を構成し、本発明の実施の形態を示し、その記述と共に本発明の原理を説明するために用いられる。
コンピュータ装置の構成例を示すブロック図。 作業監視システムの構成例を示すブロック図。 作業監視システムの動作例を説明する図。 作業監視システムの動作例を説明する図。 作業監視システムの動作例を説明する図。 作業監視システムの動作例を説明する図。 作業エリアを示す図。 テーブルの構成例を示す図。 テーブルの構成例を示す図。 テーブルの構成例を示す図。 テーブルの構成例を示す図。 テーブルの構成例を示す図。 情報処理装置200が行う作業の実施判定処理のフローチャート。 ステップS402における処理の詳細を示すフローチャート。 ステップS402における処理の詳細を示すフローチャート。 ステップS510を説明する図。 ステップS403における処理の詳細を示すフローチャート。 ステップS404における処理の詳細を示すフローチャート。 作業監視システムの動作例を説明する図。 ステップS403における処理の詳細を示すフローチャート。 ステップS404における処理の詳細を示すフローチャート。 第3の実施形態を説明する図。 第3の実施形態を説明する図。
The accompanying drawings are included in the specification, constitute a part thereof, show embodiments of the present invention, and are used together with the description to explain the principle of the present invention.
FIG. 2 is a block diagram showing a configuration example of a computer device. The block diagram which shows the structural example of a work monitoring system. The figure explaining the operation example of the work monitoring system. The figure explaining the operation example of the work monitoring system. The figure explaining the operation example of the work monitoring system. The figure explaining the operation example of the work monitoring system. FIG. The figure which shows the structural example of a table. The figure which shows the structural example of a table. The figure which shows the structural example of a table. The figure which shows the structural example of a table. The figure which shows the structural example of a table. 6 is a flowchart of work execution determination processing performed by the information processing apparatus 200. 5 is a flowchart showing details of processing in step S402. 5 is a flowchart showing details of processing in step S402. The figure explaining step S510. The flowchart which shows the details of the processing in step S403. The flowchart which shows the details of the processing in step S404. The figure explaining the operation example of the work monitoring system. The flowchart which shows the details of the processing in step S403. The flowchart which shows the details of the processing in step S404. The figure explaining 3rd Embodiment. The figure explaining 3rd Embodiment.
 以下、添付図面を参照し、本発明の実施形態について説明する。なお、以下説明する実施形態は、本発明を具体的に実施した場合の一例を示すもので、特許請求の範囲に記載した構成の具体的な実施例の1つである。 Hereinafter, embodiments of the present invention will be described with reference to the accompanying drawings. The embodiment described below shows an example when the present invention is specifically implemented, and is one of the specific examples of the configuration described in the claims.
 [第1の実施形態]
 先ず、本実施形態に係る作業監視システムの構成例について、図1Bのブロック図を用いて説明する。図1Bに示す如く、本実施形態に係る作業監視システムは、一連の作業を順次実施している作業者を撮像する撮像装置100と、該撮像装置100による該作業者の撮影映像(動画像)の解析を行う情報処理装置200と、を有する。情報処理装置200は、作業シーケンスに含まれる一連の作業を順次実施している作業者の撮影映像から作業の不備を検知する検知処理を実行する。このとき情報処理装置200は、検知処理により撮影映像から作業の不備を検知すると、作業者からの指示を検知するまで検知処理を中断する。そして情報処理装置200は、該中断後に該指示を検知すると、検知処理の再開後に検知処理の対象となる対象作業を、該不備が検知された作業に基づいて特定し、該対象作業に対する検知処理を再開する。以下の情報処理装置200に係る動作説明は、このような動作の一例に過ぎない。
First Embodiment
First, a configuration example of a task monitoring system according to the present embodiment will be described using the block diagram of FIG. 1B. As shown in FIG. 1B, the task monitoring system according to the present embodiment includes an imaging device 100 for imaging a worker who is sequentially performing a series of tasks, and a photographed image (moving image) of the worker by the imaging device 100. And the information processing apparatus 200 that performs the analysis of The information processing apparatus 200 executes a detection process of detecting a defect in work from a photographed image of a worker who is sequentially performing a series of work included in the work sequence. At this time, when the information processing apparatus 200 detects a defect in work from the captured image by the detection process, the information processing apparatus 200 interrupts the detection process until an instruction from the operator is detected. Then, when the information processing apparatus 200 detects the instruction after the interruption, the information processing apparatus 200 specifies a target work to be a target of the detection process after resuming the detection process based on the work for which the deficiency is detected, and performs the detection process for the target work. Resume The following description of the operation of the information processing apparatus 200 is merely an example of such an operation.
 先ず、撮像装置100について説明する。撮像装置100は、一連の作業を順次実行している作業者を撮像するものであり、該撮像装置100による撮影映像の各フレームの画像(撮像画像)は順次、情報処理装置200に対して送出される。撮像装置100は、作業者の全体を含むように撮像するようにしても良いし、該作業者の作業部位(例えば腕全体)を含むように(作業部位以外を含むことは必須ではない)撮像するようにしても良い。 First, the imaging device 100 will be described. The image pickup apparatus 100 picks up an operator who is sequentially executing a series of tasks, and the images (photographed images) of each frame of the photographed image by the image pickup apparatus 100 are sequentially sent out to the information processing apparatus 200. Be done. The imaging apparatus 100 may perform imaging so as to include the whole of the worker, or imaging so as to include the work site (for example, the entire arm) of the worker (not necessarily including other than the work site) You may do it.
 次に、情報処理装置200について説明する。取得部108は、撮像装置100から送出される各フレームの撮像画像(撮像画像109)を取得してメモリ198に蓄積(バッファリング)する。 Next, the information processing apparatus 200 will be described. The acquisition unit 108 acquires a captured image (captured image 109) of each frame sent from the imaging device 100 and stores (buffers) the image in the memory 198.
 作業判定部110はメモリ198に格納されている各フレームの撮像画像を順次参照し、作業者が該作業者に割り当てられた作業工程を構成する各作業を規定の順序で実施したか否かを標準作業シーケンス111又は一時作業シーケンス112に基づき判定する。標準作業シーケンス111及び一時作業シーケンス112については後述する。 The work determination unit 110 sequentially refers to the captured image of each frame stored in the memory 198 and determines whether the worker has performed each work constituting the work process assigned to the worker in a prescribed order. The determination is made based on the standard work sequence 111 or the temporary work sequence 112. The standard work sequence 111 and the temporary work sequence 112 will be described later.
 検知部113は、メモリ198に格納されている各フレームの撮像画像を順次参照して、情報処理装置200の動作モードを切り替えるために作業者が行うジェスチャを検知する。情報処理装置200の動作モードには、「通常モード」、「警告モード」、「待機モード」の3つがある。モード制御部114は、検知部113によるジェスチャの検知結果に応じて、情報処理装置200の動作モードの切り替えを制御する。 The detection unit 113 detects a gesture performed by the operator to switch the operation mode of the information processing apparatus 200 by sequentially referring to the captured image of each frame stored in the memory 198. There are three operation modes of the information processing apparatus 200: “normal mode”, “warning mode”, and “standby mode”. The mode control unit 114 controls switching of the operation mode of the information processing device 200 according to the detection result of the gesture by the detection unit 113.
 通常モードにおける情報処理装置200は、撮像装置100による作業者の撮影映像から、作業者による作業の不備を検知する検知処理を行う。ここで、「作業の不備を検知する検知処理」とは、欠落した作業の検知や、「正しい作業が満たすべき条件」を満たさない作業の検知等、の検知を含む、作業の実施判定処理である。情報処理装置200は、作業の不備を検知すると、情報処理装置200の動作モードを通常モードから警告モードに移行させる。 The information processing apparatus 200 in the normal mode performs a detection process of detecting a defect in work by the worker from a video captured by the imaging device 100 by the worker. Here, “detection processing for detecting a defect in work” refers to work execution determination processing including detection of a missing work and detection of a work that does not satisfy “conditions that a correct work should meet”. is there. When the information processing apparatus 200 detects a defect in work, the information processing apparatus 200 shifts the operation mode of the information processing apparatus 200 from the normal mode to the warning mode.
 警告モードにおける情報処理装置200は、作業の不備の検知処理を中断し、不備が検知された作業に係る情報を作業者に報知して、不備が検知された作業の再実施を促す。作業者は情報処理装置200から不備が検知された作業に係る情報の報知を受けると、該作業を再実施するべく、情報処理装置200の動作モードを警告モードから待機モードに移行させるための第1のジェスチャを行う。警告モードにおける情報処理装置200は、撮像装置100による撮影映像から作業者による第1のジェスチャを検知すると、不備が検知された作業に係る情報の報知を中断し、情報処理装置200の動作モードを警告モードから待機モードに移行させる。 The information processing apparatus 200 in the warning mode interrupts the process of detecting a defect in work, notifies the worker of information related to the work in which the defect is detected, and urges re-execution of the work in which the defect is detected. When an operator receives notification of information related to a task for which a defect has been detected from the information processing apparatus 200, the operator can shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode to re-execute the task Make a gesture of 1. When the information processing apparatus 200 in the warning mode detects a first gesture by the operator from a video shot by the imaging apparatus 100, the information processing apparatus 200 interrupts notification of information related to the work for which a defect is detected, and the operation mode of the information processing apparatus 200 Move from warning mode to standby mode.
 待機モードにおける情報処理装置200は、撮像装置100による撮影映像から作業者による第2のジェスチャを検知する検知処理を行う。情報処理装置200の動作モードが待機モードに移行すると、作業者は不備が検知された作業の再実施を行う。待機モードでは、情報処理装置200は、作業の不備の検知処理を行うことなく待機状態にあるため、作業者による作業の再実施を行っても、この作業を不備の作業として検知することはない。そして作業者は作業の再実施が完了すると、情報処理装置200の動作モードを待機モードから通常モードに移行させるための第2のジェスチャを行う。待機モードにおける情報処理装置200が撮像装置100による撮影映像から第2のジェスチャを検知すると、作業者が次に行うべき作業を該作業者に対して報知すると共に、情報処理装置200の動作モードを待機モードから通常モードに移行させる。 The information processing apparatus 200 in the standby mode performs a detection process of detecting a second gesture by the worker from a video captured by the imaging apparatus 100. When the operation mode of the information processing apparatus 200 shifts to the standby mode, the worker re-executes the work for which the deficiency is detected. In the standby mode, since the information processing apparatus 200 is in the standby state without performing the process of detecting the incomplete work, even if the worker re-executes the work, the work is not detected as the incomplete work. . Then, when the re-execution of the work is completed, the worker performs a second gesture to shift the operation mode of the information processing device 200 from the standby mode to the normal mode. When the information processing apparatus 200 in the standby mode detects the second gesture from the video shot by the imaging apparatus 100, the operator notifies the worker of the work to be performed next, and the operation mode of the information processing apparatus 200 is set. Shift from standby mode to normal mode.
 報知制御部115は、上記の各種の報知の制御を行う。生成部116は、上記の一時作業シーケンス112を生成する。制御部199は、情報処理装置200全体の動作制御を行う。メモリ198には、情報処理装置200による各種の処理を実現するための各種のデータが保存されている。 The notification control unit 115 controls the various types of notification described above. The generation unit 116 generates the temporary work sequence 112 described above. The control unit 199 controls the operation of the entire information processing apparatus 200. The memory 198 stores various data for realizing various processes by the information processing apparatus 200.
 なお、図1Bでは、撮像装置100及び情報処理装置200の数をそれぞれ「1」としたが、撮像装置100及び情報処理装置200の数は「1」に限らない。また、図1Bでは、撮像装置100と情報処理装置200とを別個の装置としているが、これに限らず、撮像装置100と情報処理装置200とを一体化させて1つの装置としても良い。 In FIG. 1B, the numbers of the imaging devices 100 and the information processing devices 200 are “1”, but the numbers of the imaging devices 100 and the information processing devices 200 are not limited to “1”. Although the imaging device 100 and the information processing device 200 are separate devices in FIG. 1B, the present invention is not limited to this, and the imaging device 100 and the information processing device 200 may be integrated into one device.
 次に、本実施形態に係る作業監視システムの動作例について、図2A~2Dを用いて説明する。図2Aは、作業者201が作業台203の上で、作業対象物204に対して組み立て作業(作業者201に割り当てられている作業工程)を行っている様子を示す俯瞰図である。また、作業台203の上方には、作業者201(一部若しくは全部)及び作業対象物204を含む映像を撮像するべく、撮像装置100が設けられている。 Next, an operation example of the work monitoring system according to the present embodiment will be described using FIGS. 2A to 2D. FIG. 2A is a bird's-eye view showing how a worker 201 is performing assembly work (work steps assigned to the worker 201) on the work object 204 on the work bench 203. FIG. Further, an imaging device 100 is provided above the work table 203 in order to capture an image including the worker 201 (a part or all) and the work object 204.
 通常モードでは、作業判定部110は、撮像装置100による作業者201の撮影映像から作業者201による作業の不備を検知する検知処理を行う。そして、作業判定部110が作業の不備を検知すると、モード制御部114は、情報処理装置200の動作モードを通常モードから警告モードに移行させる。警告モードでは、作業判定部110は作業の不備の検知処理を中断し、報知制御部115は、不備が検知された作業に係る情報を作業者に報知して、不備の作業の再実施を促す。図2Aでは、作業対象物204の組み立て作業を構成する各作業のうち作業ID=3の作業の不備が検知されたため、「作業ID3 ビス締め作業に不備がありました。作業をやり直して下さい。」という音声をスピーカから出力して、該作業の再実施を促す。このように、作業者201に対して不備の作業を報知することで、作業者201は不備の作業、つまり再実施すべき作業を把握することができる。 In the normal mode, the work determination unit 110 performs a detection process of detecting a defect in the work performed by the worker 201 from the image captured by the worker 201 by the imaging device 100. Then, when the work determination unit 110 detects an incomplete work, the mode control unit 114 shifts the operation mode of the information processing device 200 from the normal mode to the warning mode. In the warning mode, the operation determination unit 110 interrupts the process of detecting the incompleteness of the operation, and the notification control unit 115 notifies the worker of information related to the operation for which the incompleteness is detected, and urges reimplementation of the incomplete operation. . In FIG. 2A, since the defect of the operation of work ID = 3 was detected among the operations constituting the work of assembling the work object 204, "There was a defect in the work ID3 screw tightening work. Please redo the work." Is output from the speaker to prompt re-execution of the work. In this way, by notifying the worker 201 of the incomplete work, the worker 201 can grasp the incomplete work, that is, the work to be performed again.
 ここで、工場で製品を組み立てる等の組み立て作業には多数の作業工程が存在し、各作業工程は複数の作業(作業群)から構成されている。さらに、1つの作業工程を構成するそれぞれの作業には、実施の順序が規定されている。各作業者は1つの作業工程を担当しており、同一作業工程の作業を繰り返して実施しているものとする。本実施形態に係る作業監視システムは、事前に定められた特定の作業工程に対して、該作業工程を構成する各作業の実施判定を行うものである。 Here, a large number of operation steps exist in the assembly operation such as assembling a product in a factory, and each operation step is composed of a plurality of operations (operation groups). Furthermore, for each work that constitutes one work process, the order of execution is defined. Each worker is in charge of one work process, and it is assumed that the work of the same work process is repeatedly performed. The work monitoring system according to the present embodiment is for performing, for a specific work process determined in advance, execution determination of each work that constitutes the work process.
 作業者によって行われた組み立て作業の良否を判断するには、作業の順番を加味しなければならないため、それらの発生の順序を分析する必要がある。発生順序の分析をおこなうためには、一般的には映像から抽出した作業者の動きに関するデータのシーケンスの照合が用いられる。シーケンスを照合するためには、一定長の長さが必要であり、複数の作業のまとまりを対象に照合をおこなうことになる。 Since it is necessary to consider the order of work in order to judge the quality of the assembly work performed by the worker, it is necessary to analyze the order of those occurrences. In order to analyze the order of occurrence, it is generally used to collate a sequence of data related to the movement of the worker extracted from the video. In order to collate a sequence, a length of a fixed length is required, and collation is performed on a group of a plurality of tasks.
 本実施形態では、この「複数の作業のまとまり」を「フェーズ」と定義する。図2Bに、作業者201に割り当てられた1つの作業工程の構成例を示す。図2Bでは、この1つの作業工程は、作業1、作業2、作業3、作業4、作業5、作業6、作業7、作業8、作業9、という9個の作業をこの順で行うことが規定されている作業工程である。また、作業1~4はフェーズ1を構成しており、作業5~6はフェーズ2を構成しており、作業7~9はフェーズ3を構成している。 In this embodiment, this "group of a plurality of tasks" is defined as a "phase". FIG. 2B shows a configuration example of one work process assigned to the worker 201. In FIG. 2B, this one work process can be performed in this order of nine work of work 1, work 2, work 3, work 4, work 5, work 6, work 7, work 8, work 9, and so on. It is a prescribed work process. The tasks 1 to 4 constitute a phase 1, the tasks 5 to 6 constitute a phase 2, and the tasks 7 to 9 constitute a phase 3.
 情報処理装置200は、撮像装置100による撮影映像における規定のイベントの発生を、フェーズの区切り(終端)として検知する。規定のイベントの発生とは、例えば、作業対象物204の位置及び/又は姿勢の規定の変化の発生である。例えば、図2Bの作業工程において作業4と作業5との間で作業対象物204が裏返され、作業6と作業7との間で作業対象物204が回転される、ことが既知であったとする。このとき情報処理装置200は、撮影映像から作業対象物204が裏返されたことを検知した場合には、フェーズ1の区切りがあったと判断し、撮影映像から作業対象物204が回転されたことを検知した場合には、フェーズ2の区切りがあったと判断する。そして情報処理装置200は、フェーズの区切りを検知する度に、該フェーズにおける作業の不備の検知処理(フェーズ内の作業の実施判定)を行う。図2Bの例では、情報処理装置200は、撮影映像から作業対象物204が裏返されたことを検知した場合には、フェーズ1の区切りがあったと判断し、フェーズ1を構成する作業1~4がこの順で正常に実施されたか否かの実施判定を行う。 The information processing device 200 detects the occurrence of a prescribed event in a captured image by the imaging device 100 as a phase break (end). The occurrence of a prescribed event is, for example, the occurrence of a prescribed change in the position and / or posture of the work object 204. For example, it is assumed that it is known that the work object 204 is reversed between the work 4 and the work 5 in the work process of FIG. 2B and the work object 204 is rotated between the work 6 and the work 7 . At this time, when the information processing apparatus 200 detects that the work object 204 is turned over from the captured video, it determines that there is a break in phase 1 and that the work object 204 is rotated from the captured video. If it is detected, it is determined that there is a phase 2 break. Then, each time the information processing apparatus 200 detects a division of a phase, the information processing apparatus 200 performs a process of detecting a defect in work in the phase (determination of execution of the work in the phase). In the example of FIG. 2B, when the information processing apparatus 200 detects that the work object 204 is turned over from the captured video, it determines that there is a break in phase 1, and works 1 to 4 constituting phase 1 It is judged whether or not it was carried out normally in this order.
 ここで、情報処理装置200における動作モードの切り替え例について、図2Cを用いて説明する。通常モードにおける情報処理装置200が撮像映像からフェーズ1の区切りを検知すると、フェーズ1を構成する作業1~4がこの順で正常に実施されたか否かの実施判定を行う。ここで、情報処理装置200が作業1~4のうち作業3に作業不備があったと判断したとする。このとき情報処理装置200は、情報処理装置200の動作モードを通常モードから警告モードに切り替え、作業の実施判定処理を中断すると共に、作業3に不備がある旨の報知を行って、作業3の再実施を促す。作業者はこの報知を受けると、作業3を再実施するべく、情報処理装置200の動作モードを警告モードから待機モードに移行させるための第1のジェスチャを行う。情報処理装置200が撮影映像から第1のジェスチャを認識すると、作業3に不備がある旨の報知を中断し、情報処理装置200の動作モードを警告モードから待機モードに移行させる。そして作業者は、作業3の再実施を行い、作業3の再実施が完了すると、情報処理装置200の動作モードを待機モードから通常モードに移行させるための第2のジェスチャを行う。情報処理装置200が撮影映像から第2のジェスチャを認識すると、フェーズ1の次のフェーズであるフェーズ2の先頭作業「作業5」を、作業者が次に行うべき作業として該作業者に報知する。そして情報処理装置200は、情報処理装置200の動作モードを待機モードから通常モードに移行させる。そして作業者は、作業5以降の作業を順次を行う。 Here, an example of switching of the operation mode in the information processing apparatus 200 will be described with reference to FIG. 2C. When the information processing apparatus 200 in the normal mode detects a phase 1 break from the captured image, it is determined whether the operations 1 to 4 constituting the phase 1 are normally performed in this order. Here, it is assumed that the information processing apparatus 200 determines that there is a defect in the operation 3 among the operations 1 to 4. At this time, the information processing apparatus 200 switches the operation mode of the information processing apparatus 200 from the normal mode to the warning mode, interrupts execution determination processing of the work, and notifies that there is a defect in the work 3. Encourage re-implementation. When receiving the notification, the worker performs a first gesture to shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode in order to re-perform the work 3. When the information processing apparatus 200 recognizes the first gesture from the captured video, the notification that there is a defect in the work 3 is interrupted, and the operation mode of the information processing apparatus 200 is shifted from the warning mode to the standby mode. Then, the worker re-performs work 3, and when re-execution of work 3 is completed, the operator performs a second gesture for shifting the operation mode of the information processing device 200 from the standby mode to the normal mode. When the information processing apparatus 200 recognizes the second gesture from the captured image, the operator is notified of the first operation “operation 5” of phase 2 which is the phase following phase 1 as the operation to be performed next by the operator. . Then, the information processing device 200 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Then, the worker sequentially performs the work after the work 5.
 ここで、図2Cの例は、不備が検知された作業と関連する関連作業が同作業工程内に存在しないことを前提とするものであった。不備のあった作業に関連する他の作業(関連作業)が同作業工程内に存在する場合における情報処理装置200の動作モードの切り替え例について、図2Dを用いて説明する。ここで、作業Aと関連する関連作業とは、作業Aを実施した後に必ず実施しなければならない作業のことであり、作業の内容の特性によって予め定められているものである。例えば削り作業を再実施した後には、必ず清掃作業も再実施しなければならないというルールなどが存在する場合、「清掃作業」は「削り作業」の関連作業である。図2Dでは、作業2の関連作業が作業4であるとしている。 Here, the example of FIG. 2C is based on the premise that the related work associated with the work for which the defect is detected is not present in the same work process. An example of switching the operation mode of the information processing apparatus 200 in the case where another work (related work) related to the work having a defect exists in the same work process will be described using FIG. 2D. Here, the related work related to the work A is a work that must be performed after the work A is performed, and is determined in advance by characteristics of the contents of the work. For example, in the case where there is a rule that the cleaning operation must be re-executed after the cutting operation is re-performed, the “cleaning operation” is a related operation of the “cutting operation”. In FIG. 2D, the related work of the work 2 is the work 4.
 通常モードにおける情報処理装置200が撮像映像からフェーズ1の区切りを検知すると、フェーズ1を構成する作業1~4がこの順で正常に実施されたか否かの実施判定を行う。ここで、情報処理装置200が作業1~4のうち作業2に作業不備があったと判断したとする。このとき情報処理装置200は、情報処理装置200の動作モードを通常モードから警告モードに切り替え、作業の実施判定処理を中断すると共に、作業2に不備がある旨の報知を行って、作業2の再実施を促す。作業者はこの報知を受けると、作業2を再実施するべく、情報処理装置200の動作モードを警告モードから待機モードに移行させるための第1のジェスチャを行う。情報処理装置200が撮影映像から第1のジェスチャを認識すると、作業2に不備がある旨の報知を中断し、情報処理装置200の動作モードを警告モードから待機モードに移行させる。そして作業者は、作業2の再実施を行い、作業2の再実施が完了すると、情報処理装置200の動作モードを待機モードから通常モードに移行させるための第2のジェスチャを行う。 When the information processing apparatus 200 in the normal mode detects a phase 1 break from the captured image, it is determined whether the operations 1 to 4 constituting the phase 1 are normally performed in this order. Here, it is assumed that the information processing apparatus 200 determines that there is a defect in the operation 2 among the operations 1 to 4. At this time, the information processing apparatus 200 switches the operation mode of the information processing apparatus 200 from the normal mode to the warning mode, interrupts execution determination processing of the work, and notifies that there is a defect in the work 2. Encourage re-implementation. When receiving the notification, the worker performs a first gesture to shift the operation mode of the information processing apparatus 200 from the warning mode to the standby mode in order to re-perform the work 2. When the information processing apparatus 200 recognizes the first gesture from the captured image, the notification that there is a defect in the work 2 is interrupted, and the operation mode of the information processing apparatus 200 is shifted from the warning mode to the standby mode. Then, the worker re-performs task 2, and when re-execution of task 2 is completed, the operator performs a second gesture to shift the operation mode of the information processing apparatus 200 from the standby mode to the normal mode.
 ここで、作業4は前回の通常モード時に終えているが、作業2を再実施した後には必ず再実施しなければならない作業である。然るに情報処理装置200は撮影映像から第2のジェスチャを認識すると、作業2の関連作業である作業4を、作業者が次に行うべき作業として該作業者に報知する。そして情報処理装置200は、情報処理装置200の動作モードを待機モードから通常モードに移行させる。そして作業者は、作業4以降の作業を順次行う。 Here, the work 4 is finished in the previous normal mode, but is a work that must be performed again after the work 2 is performed again. Therefore, when the information processing apparatus 200 recognizes the second gesture from the photographed image, the information processing apparatus 200 notifies the worker of the task 4 which is a related task of the task 2 as a task to be performed next. Then, the information processing device 200 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Then, the worker sequentially performs the work after the work 4.
 次に、情報処理装置200が行う、作業者による作業の実施判定処理について、同処理のフローチャートを示す図4を用いて説明する。なお、図4のフローチャートに従った処理の開始時点では、情報処理装置200の動作モードは通常モードに設定されているものとする。 Next, the process of determining whether an operation by a worker is performed by the information processing apparatus 200 will be described with reference to FIG. 4 showing a flowchart of the process. It is assumed that the operation mode of the information processing apparatus 200 is set to the normal mode at the start of the process according to the flowchart of FIG. 4.
 ステップS401では、制御部199は、作業者がこれから行う作業工程を特定する情報を設定する。例えば、制御部199は、作業者あるいは工場の管理者が不図示の操作部を操作して入力した作業工程の設定を行う。以降の処理は、この設定された処理工程について行われる。 In step S401, the control unit 199 sets information specifying the work process to be performed by the operator. For example, the control unit 199 sets the work process input by the operator or the manager of the factory operating the operation unit (not shown). The subsequent processing is performed for this set processing step.
 ステップS402では、情報処理装置200は通常モードの動作を行う。ステップS402における処理の詳細について、図5A,5Bのフローチャートを用いて説明する。ステップS501では、作業判定部110は、メモリ198から蓄積順に撮像画像を読み出す。また、制御部199は、現在処理の対象としているフェーズのIDを表す変数Fを1に初期化する。 In step S402, the information processing device 200 performs the normal mode operation. Details of the process in step S402 will be described using the flowcharts of FIGS. 5A and 5B. In step S501, the work determination unit 110 reads captured images in the order of storage from the memory 198. Further, the control unit 199 initializes a variable F representing an ID of a phase to be currently processed to one.
 ステップS502では、作業判定部110は、ステップS501でメモリ198から読み出された撮像画像内で、フェーズID=Fのフェーズが開始された(フェーズID=Fのフェーズに切り替わった)か否かを判断する。 In step S502, the work determination unit 110 determines whether or not the phase of phase ID = F has been started (switched to the phase of phase ID = F) in the captured image read from the memory 198 in step S501. to decide.
 撮像画像内でフェーズが開始された(フェーズが切り替わった)か否かを判断するための処理には様々な処理を適用することができる。例えば事前に定義されたフェーズ切り替え判定用のテンプレート画像と、撮像画像と、のテンプレートマッチングによって、撮像画像中の作業対象物の位置や姿勢の変化の有無を判定し、該判定の結果に応じてフェーズが開始されたか否かを判断することができる。テンプレートマッチングでは、作業対象物のテンプレート画像を撮像画像上で移動させながら、テンプレート画像と、撮像画像において該テンプレート画像と重なっている部分画像と、の類似度を求める。類似度は、例えば、テンプレート画像と部分画像とで対応する画素位置の画素値の差の絶対値の総和として求めることができるが、類似度の求め方は特定の求め方に限らない。そして撮像画像上で最大の類似度を求めたテンプレート画像の位置を作業対象物の位置として求めることができる。なお、テンプレート画像として様々な姿勢の作業対象物の画像を使用し、撮像画像との類似度が最大となるテンプレート画像に対応する姿勢を、撮像画像中の作業対象物の姿勢として求めることもできる。また、類似度に閾値を設け、閾値以上の類似度が得られない場合には、撮像画像中には作業対象物は存在しないと判断することができる。 Various processes can be applied to the process for determining whether or not a phase has been started in the captured image (a phase has been switched). For example, the presence or absence of a change in the position or posture of the work object in the captured image is determined by template matching of the captured image and the template image for phase switching determination defined in advance, and the result is determined It can be determined whether the phase has started. In template matching, the template image of the work object is moved on the captured image, and the similarity between the template image and a partial image overlapping the template image in the captured image is obtained. The similarity can be obtained, for example, as a sum of absolute values of differences between pixel values of corresponding pixel positions in the template image and the partial image, but the method of obtaining the similarity is not limited to a specific method. Then, the position of the template image for which the maximum similarity degree is obtained on the captured image can be obtained as the position of the work target. It should be noted that images of work objects of various postures can be used as template images, and the posture corresponding to the template image having the highest degree of similarity with the captured image can be obtained as the posture of the work target in the captured image. . In addition, it is possible to determine that there is no work target in the captured image when a threshold is provided for the similarity and a similarity equal to or higher than the threshold can not be obtained.
 このようにして、撮像画像から作業対象物の位置や姿勢を推定することができるため、前のフレームの撮像画像について求めた作業対象物の位置や姿勢との差分を求めることで、作業対象物の位置や姿勢の変化を求めることができる。例えば、前フレームの撮像画像について求めた作業対象物の位置と現フレームの撮像画像について求めた作業対象物の位置との間の距離が閾値以上であれば、この2フレーム間で作業対象物は移動していると判断することができる。一方、この距離が閾値未満であれば、この2フレーム間で作業対象物は静止していると判断することができる。このようにして求めた作業対象物の位置や姿勢の変化等がフェーズ(ここではフェーズ1)の開始条件(現フェーズから次のフェーズへの切り替わり条件)を満たす場合には、フェーズが開始された(現フェーズから次のフェーズに切り替わった)と判断できる。開始条件には、例えば、作業対象物を規定の方向に移動させる、作業対象物を裏返す、作業対象物を出現させる、消失させる等がある。 In this way, since the position and orientation of the work object can be estimated from the captured image, the work object can be determined by calculating the difference between the position and orientation of the work object determined for the captured image of the previous frame. It is possible to obtain changes in the position and posture of For example, if the distance between the position of the work target determined for the captured image of the previous frame and the position of the work target determined for the captured image of the current frame is equal to or greater than the threshold, the work target is between these two frames. It can be determined that it is moving. On the other hand, if the distance is less than the threshold, it can be determined that the work object is stationary between the two frames. The phase is started when the change in the position or posture of the work object obtained in this way satisfies the start condition (the condition for switching from the current phase to the next phase) of the phase (here, phase 1). It can be determined that (the current phase has been switched to the next phase). The start conditions include, for example, moving the work object in a prescribed direction, turning over the work object, causing the work object to appear, and causing it to disappear.
 なお、撮像画像内で規定のフェーズが開始されたか否か(現フェーズから次のフェーズ切り替わったか否か)を判断するための方法は、特定の方法に限らず、例えば、機械学習などの手法も利用可能である。 Note that the method for determining whether or not a prescribed phase has started in the captured image (whether or not the current phase has switched to the next phase) is not limited to a specific method, for example, a method such as machine learning It is available.
 このような判断処理により、ステップS501でメモリ198から読み出された撮像画像内でフェーズID=Fのフェーズが開始されたと判断した場合には、処理はステップS503に進む。一方、このような判断処理により、ステップS501でメモリ198から読み出された撮像画像内でフェーズID=Fのフェーズが開始されていないと判断した場合には、処理はステップS501に戻る。 If it is determined that the phase of phase ID = F is started in the captured image read from the memory 198 in step S501, the process proceeds to step S503. On the other hand, when it is determined that the phase of the phase ID = F is not started in the captured image read from the memory 198 in step S501, the process returns to step S501.
 ステップS503では、作業判定部110は、照合用シーケンスとして標準作業シーケンス111を取得する。しかし作業判定部110は、待機モードにおいて一時作業シーケンス112を作成し、その後、ステップS806からステップS503に処理が移行した場合には、照合用シーケンスとして一時作業シーケンス112を取得する。 In step S503, the work determination unit 110 acquires the standard work sequence 111 as the comparison sequence. However, the work determination unit 110 creates the temporary work sequence 112 in the standby mode, and thereafter acquires the temporary work sequence 112 as the collation sequence when the process proceeds from step S806 to step S503.
 ステップS504では、作業判定部110は、メモリ198から蓄積順に撮像画像を読み出す。ステップS505では、作業判定部110は、ステップS504でメモリ198から読み出された撮像画像から作業者の手の領域(手領域)を抽出する。例えば、作業判定部110は、背景差分法により撮像画像から手領域を抽出する。背景差分法では、対象となる撮像画像と背景画像との差分画像から動体(人体)を抽出し、該抽出された人体から頭部や動体、腕などを除き、手領域を取得する。なお、手領域の抽出(取得)方法は特定の方法に限るものではなく、例えば、機械学習を利用する方法、皮膚の色領域を抽出して手領域を検知する方法、赤外線を利用した皮膚の温度領域を抽出して手領域を検知する方法もある。撮像画像から手領域を抽出するための技術については周知の技術であり、本ステップではどのような技術を用いて撮像画像から手領域を抽出しても良い。 In step S504, the work determination unit 110 reads captured images in the order of storage from the memory 198. In step S505, the work determination unit 110 extracts the area (hand area) of the worker's hand from the captured image read from the memory 198 in step S504. For example, the work determination unit 110 extracts the hand area from the captured image by the background difference method. In the background subtraction method, a moving body (human body) is extracted from a difference image between a target captured image and a background image, and a hand region is acquired from the extracted human body excluding a head, a moving body, an arm and the like. Note that the method of extracting (acquiring) the hand region is not limited to a specific method, and for example, a method of using machine learning, a method of extracting a color region of the skin and detecting the hand region, skin using infrared rays There is also a method of detecting a hand area by extracting a temperature area. A technique for extracting a hand region from a captured image is a known technique, and any technique may be used in this step to extract the hand region from the captured image.
 ステップS506では、作業判定部110は、ステップS505で抽出した手領域が、撮像画像上の作業エリアの何れに含まれているのかを判断する。図3Aに示す如く、作業台203上には実領域301~304が設定されており、情報処理装置200は、作業者201の手が実領域X(実領域301~304の何れか1つ)に位置している場合には作業Xが行われたと判断する。実領域301~304内の数字はそれぞれ、該実領域のID(エリアID)である。実領域301~304のそれぞれに対応する撮像装置100による撮像画像上の領域(作業エリア)は、撮像装置100の位置姿勢や画角などのパラメータに基づいて一意に規定される。作業エリアを規定する情報は、図3Bに示す如く、該作業エリアに対応する実領域のエリアID305と、該作業エリアの四隅の画像座標(座標値306)と、を対応付けたテーブルとしてメモリ198に予め登録されている。然るに作業判定部110は、撮像画像上における手領域が、該撮像画像上で座標値306によって規定されるそれぞれの作業エリアの何れに含まれているのかを判断する。 In step S506, the work determination unit 110 determines in which of the work areas on the captured image the hand area extracted in step S505 is included. As shown in FIG. 3A, real areas 301 to 304 are set on the work bench 203, and in the information processing apparatus 200, the hands of the operator 201 are real areas X (any one of the real areas 301 to 304). If it is located at, it is determined that work X has been performed. The numbers in the real areas 301 to 304 are the IDs (area IDs) of the real areas, respectively. An area (working area) on an image captured by the imaging apparatus 100 corresponding to each of the real areas 301 to 304 is uniquely defined based on parameters such as the position and orientation of the imaging apparatus 100 and the angle of view. The information defining the work area is, as shown in FIG. 3B, a memory 198 as a table in which an area ID 305 of the real area corresponding to the work area is associated with image coordinates (coordinate values 306) of four corners of the work area. Are registered in advance. However, the work determination unit 110 determines which of the respective work areas defined by the coordinate values 306 on the captured image is included in the hand area on the captured image.
 そして作業判定部110は、手領域を含む作業エリアに対応するエリアIDを、図3Fの左側に示す検知エリアシーケンス315に登録する。図3Fの左側に示す如く、検知エリアシーケンス315にはエリアIDが登録順に並んでいる。図3Fでは検知エリアシーケンス315には、エリアIDが1,1,2,2,…の順に並んでいる。これは、手領域がエリアID=1の作業エリア→エリアID=1の作業エリア→エリアID=2の作業エリア→エリアID=2の作業エリア、…の順に通過していることを意味している。 Then, the work determination unit 110 registers the area ID corresponding to the work area including the hand area in the detection area sequence 315 illustrated on the left side of FIG. 3F. As shown on the left side of FIG. 3F, in the detection area sequence 315, area IDs are arranged in the order of registration. In FIG. 3F, in the detection area sequence 315, the area IDs are arranged in the order of 1, 1, 2, 2,. This means that the hand area passes in the order of work area with area ID = 1 → work area with area ID = 1 → work area with area ID = 2 → work area with area ID = 2, ... There is.
 また、メモリ198には、図3Cに示す如く、作業に固有のIDである作業ID307ごとに、該作業ID307に対応する作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアID305、該作業ID307に対応する作業の関連作業の作業ID(関連作業ID)308、該作業ID307の作業の名称、が対応付けて登録されている。図3Cのテーブルでは、作業ID=1の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDとして「1」が登録されている。つまり、手領域が実領域301に対応する作業エリアを通過すると、作業ID=1に対応する作業が行われたと判断される。また、このテーブルには、作業ID=1の作業の関連作業は存在しないため、その旨を示す情報「-」が登録されている。また、このテーブルには、作業ID=1の作業の名称として「清掃」が登録されている。また、図3Cのテーブルでは、作業ID=3の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDとして「3」が登録されている。つまり、手領域が実領域303に対応する作業エリアを通過すると、作業ID=3に対応する作業が行われたと判断される。また、このテーブルには、作業ID=3の作業の関連作業は作業ID=4の作業であるため、作業関連IDとして「4」が登録されている。また、このテーブルには、作業ID=3の作業の名称として「ビス締め」が登録されている。 Further, as shown in FIG. 3C, the memory 198 is required to pass the operator's hand region because it is determined that the work corresponding to the work ID 307 is performed for each work ID 307 which is an ID unique to the work. The area ID 305 of the work area, the work ID (related work ID) 308 of the related work of the work corresponding to the work ID 307, and the name of the work of the work ID 307 are registered in association with each other. In the table of FIG. 3C, “1” is registered as the area ID of the work area to which the hand area of the worker should pass in order to determine that the work of the work ID = 1 is performed. That is, when the hand area passes through the work area corresponding to the real area 301, it is determined that the work corresponding to the work ID = 1 is performed. Further, since there is no related work of the work of the work ID = 1, information “-” indicating that is registered in this table. In addition, “cleaning” is registered in the table as the name of the work of work ID = 1. Further, in the table of FIG. 3C, “3” is registered as the area ID of the work area to which the worker's hand area should pass in order to determine that the work of work ID = 3 is performed. That is, when the hand area passes through the work area corresponding to the real area 303, it is determined that the work corresponding to the work ID = 3 has been performed. Further, in this table, since the related work of the work with work ID = 3 is the work of work ID = 4, “4” is registered as the work related ID. Also, in this table, “screw tightening” is registered as the name of the work of work ID = 3.
 ステップS507では、作業判定部110は、ステップS504でメモリ198から読み出された撮像画像について上記のステップS502と同様の処理を行うことで、該撮像画像内でフェーズが切り替わったか否かを判断する。撮像画像内でフェーズが切り替わった場合には、処理はステップS509に進み、撮像画像内でフェーズが切り替わっていない場合には、処理はステップS504に戻る。 In step S507, the work determination unit 110 performs the same process as step S502 described above on the captured image read from the memory 198 in step S504 to determine whether or not the phase has been switched in the captured image. . If the phase is switched in the captured image, the process proceeds to step S509. If the phase is not switched in the captured image, the process returns to step S504.
 ステップS509では、作業判定部110は、照合用シーケンスと検知エリアシーケンス315とを照合し、検知エリアシーケンス315が表す「手領域が通過した作業エリア」に不備がないか否かを判断する。 In step S509, the work determination unit 110 collates the comparison sequence with the detection area sequence 315, and determines whether there is any defect in the “work area through which the hand area has passed” represented by the detection area sequence 315.
 標準作業シーケンス111の構成例を図3Dに示す。標準作業シーケンス111は、フェーズID310ごとに、該フェーズID310に対応するフェーズを構成する作業を実施順に並べたシーケンスである作業シーケンス311と、該作業シーケンス311におけるそれぞれの作業に対応する作業エリアのエリアID305のシーケンスを表すエリアシーケンス312と、を対応付けて管理するテーブルである。例えば、フェーズID310=1のフェーズ(フェーズ1)の作業シーケンス311としては、フェーズ1を構成する作業1~4のそれぞれの作業IDを実施順に並べたシーケンス「1→2→3→4」が登録されている。また、フェーズID310=1のフェーズ(フェーズ1)のエリアシーケンス312としては、作業ID=1の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDである「1」、作業ID=2の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDである「2」、作業ID=3の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDである「3」、作業ID=4の作業が行われたと判断されるために作業者の手領域が通過すべき作業エリアのエリアIDである「4」、をこの順に並べたシーケンスが登録されている。これは、フェーズIDが1以外のフェーズについても同様である。このような標準作業シーケンス111は予め作成されてメモリ198に登録されている。 An exemplary configuration of the standard work sequence 111 is shown in FIG. 3D. The standard work sequence 111 is a sequence in which the works constituting the phase corresponding to the phase ID 310 are arranged in the order of execution for each phase ID 310, and the area of the work area corresponding to each work in the work sequence 311. It is a table which matches and manages the area sequence 312 showing the sequence of ID305. For example, as the work sequence 311 of the phase of phase ID 310 = 1 (phase 1), a sequence “1 → 2 → 3 → 4” in which the work IDs of the tasks 1 to 4 constituting phase 1 are arranged in order of execution is registered. It is done. Also, as the area sequence 312 of the phase of phase ID 310 = 1 (phase 1), it is the area ID of the work area to which the hand area of the worker should pass in order to be judged that the work of work ID = 1 is performed. It is determined that the work of the work ID = 3, which is the area ID of the work area to which the worker's hand area should pass in order to be judged that the work of “1” and the work ID = 2 is performed The work area where the worker's hand area should pass in order to be judged that the work with the work ID of "3" and the work ID = 4 is performed. A sequence in which the area ID "4" is arranged in this order is registered. The same applies to phases other than 1 in the phase ID. Such standard work sequence 111 is prepared in advance and registered in the memory 198.
 一時作業シーケンス112の構成例を図3Eに示す。一時作業シーケンス112は、フェーズID310に対応するフェーズにおいて実施すべき作業として情報処理装置200が決定した作業を実施順に並べたシーケンスである作業シーケンス313と、該作業シーケンス313におけるそれぞれの作業に対応する作業エリアのエリアID305のシーケンスを表すエリアシーケンス314と、を対応付けて管理するテーブルである。一時作業シーケンス112は、待機モードにおいて作成され、使用後は削除される。なお、上記の図3B~3Dに示したテーブルは、作業工程ごとに予め作成されてメモリ198に登録されているものである。 An exemplary configuration of the temporary work sequence 112 is shown in FIG. 3E. The temporary work sequence 112 corresponds to a work sequence 313 in which the work determined by the information processing apparatus 200 as the work to be performed in the phase corresponding to the phase ID 310 is arranged in order of execution and each work in the work sequence 313. It is a table which associates and manages an area sequence 314 representing a sequence of the area ID 305 of the work area. The temporary work sequence 112 is created in the standby mode and deleted after use. The tables shown in FIGS. 3B to 3D are prepared in advance for each work process and registered in the memory 198.
 然るにステップS509では、照合用シーケンスにおいてフェーズID=変数Fの値に対応するエリアシーケンス312(314)と、検知エリアシーケンス315と、の照合を行う。この照合には、DPマッチングと呼ばれるシーケンスマッチングを利用することができる。DPマッチングは、2つのデータ列(照合用シーケンスにおいてフェーズID=変数Fの値に対応するエリアシーケンス312(314)、検知エリアシーケンス315)の類似度を測定する手法である。このようなDPマッチングにより、シーケンス内の部分的な伸び縮みやノイズを考慮しながら、それらの類似度を計算することができる。なお、照合方法はDPマッチングに限らず、他の照合方法を用いても良い。また、検知エリアシーケンス315は、ステップS509の完了後、削除しても良い。 In step S 509, therefore, the area sequence 312 (314) corresponding to the value of phase ID = variable F in the comparison sequence is compared with the detection area sequence 315. This matching can use sequence matching called DP matching. The DP matching is a method of measuring the similarity of two data strings (a phase ID = area sequence 312 (314) corresponding to the value of variable F in the matching sequence, detection area sequence 315). Such DP matching makes it possible to calculate the degree of similarity while taking account of partial expansion and contraction and noise in the sequence. The matching method is not limited to DP matching, and another matching method may be used. Also, the detection area sequence 315 may be deleted after completion of step S509.
 ステップS510では、作業判定部110は、ステップS509における照合結果に基づき、フェーズID=変数Fの値に対応するフェーズを構成する作業の実施に不備があったか否かを判断する。例えば図6に示す如く、エリアシーケンス「1 2 3 4」と検知エリアシーケンス「1 1 2 2 4 1 4」とのDPマッチング結果が得られたとする。この場合、エリアシーケンスの「3」に対応するものが検知エリアシーケンスにないことが分かり、その結果、エリアID=3に対応する作業に不備があったことが分かる。なお、作業の実施に不備があったか否かを判断するための処理には様々な処理が考えられる。 In step S510, the work determination unit 110 determines, based on the collation result in step S509, whether or not there is a defect in performing the work that constitutes the phase corresponding to the value of phase ID = variable F. For example, as shown in FIG. 6, it is assumed that a DP matching result between the area sequence “1 2 3 4” and the detection area sequence “1 1 2 2 4 1 4” is obtained. In this case, it can be seen that there is nothing in the detection area sequence that corresponds to "3" in the area sequence, and as a result, it is clear that there is a defect in the work corresponding to area ID = 3. In addition, various processes can be considered as a process for determining whether there is a defect in the implementation of the work.
 ステップS510における判断の結果、フェーズID=変数Fの値に対応するフェーズを構成する作業の実施に不備があった場合には、処理はステップS511に進む。一方、フェーズID=変数Fの値に対応するフェーズを構成する作業の実施に不備がなかった場合には、処理はステップS513に進む。 As a result of the determination in step S510, if there is a defect in the implementation of the work constituting the phase corresponding to the value of phase ID = variable F, the process proceeds to step S511. On the other hand, if there is no defect in the implementation of the work constituting the phase corresponding to the value of phase ID = variable F, the process proceeds to step S513.
 ステップS513では、作業判定部110は、変数Fの値=(作業工程におけるフェーズの総数)となったか否か、すなわち、作業工程における全てのフェーズについて作業の実施判定を行ったか否かを判断する。図2Bの場合、変数Fの値=3となったか否かを判断する。この判断の結果、変数Fの値=(作業工程におけるフェーズの総数)となった場合には、処理はステップS501に戻る。一方、変数Fの値<(作業工程におけるフェーズの総数)の場合には、処理はステップS514に進む。なお、ステップS513において、変数Fの値=(作業工程におけるフェーズの総数)となった場合には、変数Fの値を適当な値に初期化しても良い。ステップS514では、制御部199は、変数Fの値を1つインクリメントする。そして処理はステップS503に進む。 In step S513, the work determination unit 110 determines whether the value of the variable F = (total number of phases in the work process), that is, whether or not work execution determination has been performed for all phases in the work process. . In the case of FIG. 2B, it is determined whether or not the value of variable F = 3. If the result of this determination is that the value of variable F = (total number of phases in the work process), the process returns to step S501. On the other hand, if the value of variable F <(the total number of phases in the work process), the process proceeds to step S514. If the value of the variable F = (the total number of phases in the work process) in step S513, the value of the variable F may be initialized to an appropriate value. In step S514, the control unit 199 increments the value of the variable F by one. Then, the process proceeds to step S503.
 ステップS511では、作業判定部110は、図3Dのテーブル(図3Eのテーブル)からフェーズID=変数Fの値に対応する作業シーケンス311(313)を特定する。そして作業判定部110は、該特定した作業シーケンス311(313)に含まれているそれぞれの作業IDについて、該作業IDに対応する作業の不備が検知されたか否かを表す情報(実施判定結果)が登録されたテーブルを作成する。作業IDに対応するエリアIDは、作業シーケンス311(313)におけるそれぞれの作業IDとエリアシーケンス312(314)におけるそれぞれのエリアIDとが1対1で対応していることから、一意に特定できる。然るに、作業IDに対応するエリアIDが、ステップS510における照合処理で照合用シーケンスにないと判断されたエリアIDであれば、該作業IDに対応する作業の不備が検知されたこと表す情報(実施判定結果)を登録する。一方、作業IDに対応するエリアIDが、ステップS510における照合処理で照合用シーケンスにあったと判断されたエリアIDであれば、該作業IDに対応する作業の不備は検知されていないこと表す情報(実施判定結果)を登録する。 In step S511, the work determination unit 110 specifies a work sequence 311 (313) corresponding to the value of phase ID = variable F from the table of FIG. 3D (the table of FIG. 3E). Then, the work determination unit 110 indicates, for each work ID included in the specified work sequence 311 (313), information indicating whether or not a defect in the work corresponding to the work ID is detected (execution determination result) Create a table where is registered. The area ID corresponding to the work ID can be uniquely identified because each work ID in the work sequence 311 (313) corresponds to each area ID in the area sequence 312 (314) on a one-to-one basis. However, if the area ID corresponding to the work ID is an area ID determined not to be in the collation sequence in the collation processing in step S510, information indicating that a defect in the work corresponding to the work ID is detected (implementation Register the judgment result). On the other hand, if the area ID corresponding to the work ID is an area ID determined to be in the collation sequence in the collation processing in step S510, information indicating that the defect of the work corresponding to the work ID is not detected ( Register the implementation judgment result).
 例えば、照合用シーケンスとして標準作業シーケンス111を使用し、変数Fの値=1であるとする。このとき作業判定部110は図3Fの右側に示す如く、図3DのテーブルにおいてフェーズID=1に対応する標準作業シーケンス111に含まれている作業ID307=1,2,3,4の実施判定結果316が登録されたテーブルを作成する。実施判定結果316が「OK」の場合、対応する作業に不備が検知されなかったことを示している。一方、実施判定結果316が「NG」の場合、対応する作業に不備が検知されたことを示している。なお、作業IDごとに、対応する実施判定結果を取得するための構成は特定の構成に限らない。 For example, it is assumed that the standard work sequence 111 is used as the matching sequence, and the value of the variable F = 1. At this time, as shown on the right side of FIG. 3F, the work determination unit 110 determines the execution determination result of the work ID 307 = 1, 2, 3, 4 included in the standard work sequence 111 corresponding to phase ID = 1 in the table of FIG. Create a table in which 316 is registered. If the execution determination result 316 is "OK", it indicates that no defect was detected in the corresponding operation. On the other hand, when the implementation determination result 316 is "NG", it indicates that a defect is detected in the corresponding operation. The configuration for acquiring the corresponding implementation determination result for each work ID is not limited to a specific configuration.
 ステップS512では、モード制御部114は、情報処理装置200の動作モードを通常モードから警告モードに移行させる。そして処理はステップS403に進む。つまり、ステップS402からステップS403への移行は、フェーズID=変数Fの値に対応するフェーズを構成する作業の実施に不備があった場合に行われる。 In step S512, the mode control unit 114 shifts the operation mode of the information processing device 200 from the normal mode to the warning mode. Then, the process proceeds to step S403. That is, the transition from step S402 to step S403 is performed when there is a defect in the implementation of the work that constitutes the phase corresponding to the value of phase ID = variable F.
 本実施形態では、1つの作業につき1つの作業エリアを対応付けるものとしたが、1つの作業に複数の作業エリアを対応付けてもよい。この場合は、各作業に対応する作業エリアのうち、手領域を含むものと判断された作業エリアの割合を用いて作業が正しく実施されたか否かを判定することができる。また、作業の実施判定は作業エリアを用いたものに限らず、例えば、手の動きの特徴量を正しい手の動きの特徴量と比較することで、作業不備を検知してもよい。つまり、それぞれの作業に不備があったか否かを判断することができれば、そのための構成は特定の構成に限らない。 In the present embodiment, one work area is associated with one work, but a plurality of work areas may be associated with one work. In this case, it is possible to determine whether the work has been correctly performed using the ratio of the work area determined to include the hand area among the work areas corresponding to the respective works. Further, the execution determination of the work is not limited to the one using the work area, and for example, the lack of work may be detected by comparing the feature quantity of the hand movement with the feature quantity of the correct hand movement. That is, as long as it can be determined whether or not each work is defective, the configuration therefor is not limited to a specific configuration.
 図4に戻って、ステップS403では、情報処理装置200は警告モードの動作を行う。ステップS403における処理の詳細について、図7のフローチャートを用いて説明する。 Returning to FIG. 4, in step S403, the information processing device 200 operates in the warning mode. Details of the process in step S403 will be described using the flowchart of FIG.
 ステップS701では、報知制御部115は、上記のステップS511において作成されたテーブルにおいて実施判定結果316が「NG」に対応する作業IDを特定し、該特定した作業IDに対応する作業に不備が検知された旨を報知する。作業の不備の報知を音声出力にて行う場合、音声データはすべての作業について事前に録音されているものとし、作業IDに応じた音声データを再生することで、報知を行うことができる。この報知は、情報処理装置200が警告モードとして動作する間、継続するものとする。なお、本実施形態における作業者への作業の不備の報知方法は音声通知に限らず、情報処理装置200に接続されたランプの点灯パターンや、液晶モニタ等の表示デバイスにおける表示通知であってもよい。 In step S701, the notification control unit 115 specifies the work ID whose execution determination result 316 corresponds to "NG" in the table created in step S511 above, and detects a defect in the work corresponding to the specified work ID. Report that it was done. In the case where notification of a defect in work is performed by voice output, it is assumed that voice data has been recorded in advance for all work, and the notification can be performed by reproducing voice data corresponding to the work ID. This notification is continued while the information processing apparatus 200 operates in the warning mode. In addition, the notification method of the defect of the work to the worker in the present embodiment is not limited to the voice notification, and may be a lighting pattern of a lamp connected to the information processing apparatus 200 or a display notification on a display device such as a liquid crystal monitor. Good.
 ステップS702では、検知部113は、メモリ198から蓄積順に撮像画像を読み出し、該読み出した撮像画像から作業者による上記の第1のジェスチャを認識した場合には、処理はステップS703を介してステップS704に進む。一方、ステップS702で読み出した撮像画像から作業者による上記の第1のジェスチャを認識しなかった場合には、処理はステップS703を介してステップS702に進む。 In step S702, when the detection unit 113 reads the captured images in the order of storage from the memory 198 and recognizes the above-described first gesture by the worker from the read captured image, the process proceeds to step S704 via step S703. Go to On the other hand, when the above-described first gesture by the operator is not recognized from the captured image read out in step S702, the process proceeds to step S702 via step S703.
 ジェスチャの認識には、公知の技術を用いることができる。例えば、撮像画像から手領域や腕領域を検出し、その時系列的な動きの変化で所定のジェスチャが行われたか否かを判定することができる。1画像ごとに特徴量を算出し、時系列に沿って複数の画像の情報を蓄積していくことで、時系列的な動きの特徴を得ることができる。また、ジェスチャは画像から認識することに限らず、例えば、センサを用いて手などの部位の動きを計測し、該計測した動きが所定のジェスチャの動きにマッチしていれば、所定のジェスチャがなされたと判断しても良い。 Known techniques can be used to recognize gestures. For example, it is possible to detect a hand area or an arm area from a captured image, and to determine whether or not a predetermined gesture has been performed based on a time-series change in movement. By calculating feature quantities for each image and accumulating information of a plurality of images in time series, it is possible to obtain time-sequential motion features. Also, the gesture is not limited to recognition from the image, and for example, the motion of a part such as a hand is measured using a sensor, and if the measured motion matches the motion of a predetermined gesture, the predetermined gesture is You may judge that it was done.
 ステップS704では、作業判定部110は、撮像画像からの作業の不備の検知処理(作業の実施判定処理)を中断(停止)し、ステップS705では、モード制御部114は、情報処理装置200の動作モードを警告モードから待機モードに移行させる。そして処理はステップS404に進む。つまり、ステップS403からステップS404への移行は、警告モードにおいて撮像画像から第1のジェスチャを認識した場合に行われる。 In step S704, the work determination unit 110 suspends (stops) the processing for detecting a defect in work from the captured image (execution determination process of the work), and in step S705, the mode control unit 114 operates the information processing apparatus 200. Move the mode from warning mode to standby mode. Then, the process proceeds to step S404. That is, the transition from step S403 to step S404 is performed when the first gesture is recognized from the captured image in the warning mode.
 図4に戻って、ステップS404では、情報処理装置200は待機モードの動作を行う。ステップS404における処理の詳細について、図8のフローチャートを用いて説明する。 Returning to FIG. 4, in step S404, the information processing apparatus 200 operates in the standby mode. Details of the process in step S404 will be described using the flowchart of FIG.
 ステップS801では、検知部113は、メモリ198から蓄積順に撮像画像を読み出し、該読み出した撮像画像から作業者による上記の第2のジェスチャを認識した場合には、処理はステップS802を介してステップS803に進む。一方、ステップS801で読み出した撮像画像から作業者による上記の第2のジェスチャを認識しなかった場合には、処理はステップS802を介してステップS801に進む。ジェスチャの認識については上記の通り公知の技術を用いて行う。なお、第1のジェスチャと第2のジェスチャは同じジェスチャであっても良いし、互いに異なるジェスチャであっても良い。また、第1のジェスチャ及び第2のジェスチャは同一人物が行っても良いし、それぞれ異なる人物が行っても良い。 In step S801, when the detection unit 113 reads the captured images in the order of storage from the memory 198 and recognizes the second gesture by the worker from the read captured image, the process proceeds to step S803 via step S802. Go to On the other hand, if the above-described second gesture by the operator is not recognized from the captured image read out in step S801, the process proceeds to step S801 via step S802. The recognition of the gesture is performed using a known technique as described above. The first gesture and the second gesture may be the same gesture or may be different gestures. The first gesture and the second gesture may be performed by the same person or different persons.
 ステップS803では、作業判定部110は、上記のステップS511で作成されたテーブルにおいて実施判定結果316が「NG」に対応する作業IDを特定し、該作業IDに対応する関連作業IDが図3Cのテーブルに登録されているか否かを判断する。図3Cの場合、実施判定結果316が「NG」に対応する作業ID=1であれば、関連作業IDは登録されておらず、実施判定結果316が「NG」に対応する作業ID=3であれば、関連作業ID=4が登録されている。 In step S 803, the work determination unit 110 specifies the work ID whose execution determination result 316 corresponds to “NG” in the table created in step S 511 above, and the related work ID corresponding to the work ID is FIG. 3C. It is determined whether it is registered in the table. In the case of FIG. 3C, if the operation determination result 316 is the operation ID = 1 corresponding to “NG”, the related operation ID is not registered, and the operation determination result 316 is the operation ID = 3 corresponding to “NG”. If there is, related work ID = 4 is registered.
 この判断の結果、実施判定結果316が「NG」に対応する作業IDに対応する関連作業IDが図3Cのテーブルに登録されていれば、処理はステップS804に進み、登録されていなければ、処理はステップS805に進む。なお、図3Fのテーブルは、ステップS803の処理の完了後に削除しても良い。 As a result of this determination, if the related work ID corresponding to the work ID corresponding to “NG” is registered in the table of FIG. 3C as the execution determination result 316, the process proceeds to step S804, and if not registered, the process The process proceeds to step S805. The table of FIG. 3F may be deleted after the process of step S803 is completed.
 ステップS804では、生成部116は図3Eに示す如く、関連作業IDを先頭にし、これに後続して、図3DのテーブルにおいてフェーズID=(変数Fの値+1)に対応する標準作業シーケンス111を追加した作業シーケンス313を作成する。また生成部116は、作業シーケンス313に含まれるそれぞれの作業IDの並び順で該作業IDに対応するエリアID(図3Cのテーブルや図3Dのテーブルから取得)を並べたシーケンスをエリアシーケンス314として作成する。そして生成部116は、フェーズID310(=変数Fの値+1)と作業シーケンス313とエリアシーケンス314とを関連づけたテーブルを一時作業シーケンス112として生成する。 In step S804, as shown in FIG. 3E, the generation unit 116 puts the related work ID at the top, and following it, the standard work sequence 111 corresponding to phase ID = (value of variable F + 1) in the table of FIG. Create the added work sequence 313. Further, the generation unit 116 takes, as an area sequence 314, a sequence in which the area IDs (obtained from the table in FIG. 3C and the table in FIG. 3D) corresponding to the work ID are arranged in the arrangement order of each work ID included in the work sequence 313. create. Then, the generation unit 116 generates, as a temporary work sequence 112, a table in which the phase ID 310 (= value of variable F + 1), the work sequence 313, and the area sequence 314 are associated.
 ステップS805では、報知制御部115は、作業者が次に行うべき作業を該作業者に対して報知する。ステップS803からステップS805に処理が進んだ場合、報知制御部115は、図3DのテーブルからフェーズID=(変数Fの値+1)に対応する作業シーケンス311を特定する。そして報知制御部115は、該特定した作業シーケンス311において実施順が最初の作業IDと、図3Cのテーブルにおいて該作業IDに対応する作業名称と、を報知する。一方、ステップS804からステップS805に処理が進んだ場合、報知制御部115は、図3EのテーブルからフェーズID=(変数Fの値+1)に対応する作業シーケンス313を特定する。そして報知制御部115は、該特定した作業シーケンス313において実施順が最初の作業IDと、図3Cのテーブルにおいて該作業IDに対応する作業名称と、を報知する。 In step S805, the notification control unit 115 notifies the worker of the work to be performed next. When the process proceeds from step S803 to step S805, the notification control unit 115 specifies a work sequence 311 corresponding to phase ID = (value of variable F + 1) from the table of FIG. 3D. Then, the notification control unit 115 notifies of the work ID of the first work order in the specified work sequence 311 and the work name corresponding to the work ID in the table of FIG. 3C. On the other hand, when the process proceeds from step S804 to step S805, the notification control unit 115 specifies a work sequence 313 corresponding to phase ID = (value of variable F + 1) from the table of FIG. 3E. Then, the notification control unit 115 notifies of the work ID whose execution order is first in the specified work sequence 313 and the work name corresponding to the work ID in the table of FIG. 3C.
 このように、一時作業シーケンス112を作成しなかった場合には、通常モードに復帰後は標準作業シーケンス111を照合用シーケンスとして使用するので、標準作業シーケンス111において次のフェーズの先頭作業に係る情報を報知する。一方、一時作業シーケンス112を作成した場合には、通常モードに復帰後は一時作業シーケンス112を照合用シーケンスとして使用するので、一時作業シーケンス112において先頭作業に係る情報を報知する。報知方法は特定の方法に限らず、上記の通り、音声による報知であっても良いし、表示による報知であっても良い。また、報知する内容についても特定の内容に限らない。 As described above, when the temporary work sequence 112 is not created, the standard work sequence 111 is used as a collating sequence after returning to the normal mode. Therefore, the information related to the first work of the next phase in the standard work sequence 111 To inform On the other hand, when the temporary work sequence 112 is created, since the temporary work sequence 112 is used as a comparison sequence after returning to the normal mode, information on the leading work is notified in the temporary work sequence 112. The notification method is not limited to a specific method, and as described above, may be notification by voice or notification by display. Also, the content to be notified is not limited to the specific content.
 ステップS806では、モード制御部114は、情報処理装置200の動作モードを待機モードから通常モードに移行させる。さらに制御部199は、変数Fの値を1つインクリメントする。 In step S806, the mode control unit 114 shifts the operation mode of the information processing device 200 from the standby mode to the normal mode. Furthermore, the control unit 199 increments the value of the variable F by one.
 そして処理はステップS402(より詳しくはステップS503)に進む。ステップS806からステップS503に処理が進んだ場合、ステップS503以降では、上記のステップS804において生成された一時作業シーケンス112が照合用シーケンスとして(標準作業シーケンス111の代わりに)取得(使用)されることになる。 Then, the process proceeds to step S402 (more specifically, step S503). When the process proceeds from step S806 to step S503, the temporary work sequence 112 generated in step S804 described above is acquired (used instead of the standard work sequence 111) as the collation sequence from step S503. become.
 このように、本実施形態によれば、作業の実施不備が報知されると、通常モードとは異なる処理を行う警告モード及び待機モードへ移行し、作業者による作業の再実施中は作業の実施判定処理を中断する。そして、作業の再実施後に、どの作業から再開すべきかを判断して作業者に報知すると共に、再実施後の作業不備も検知する。さらに、映像を用いたモード移行指示により、作業者は警告の把握や、やり直しの完了をジェスチャ等で簡単に情報処理装置200に知らせることができる。 As described above, according to the present embodiment, when notification of an operation implementation defect is notified, the operation mode shifts to a warning mode and a standby mode in which processing different from the normal mode is performed, and execution of the operation is performed while the operator re-executes the operation. Suspend the judgment process. Then, after the re-execution of the work, it is determined which work should be resumed and the worker is notified, and a defect in work after the re-execution is also detected. Further, the operator can easily notify the information processing apparatus 200 of a warning comprehension and completion of the reworking by a gesture or the like by a mode shift instruction using a video.
 <変形例>
 報知制御部115は、待機モードの継続時間が規定時間以上となった場合に、通常モードへの復帰を促すメッセージ(例えば、第2のジェスチャを行うよう促すメッセージ)を作業者に報知しても良い。このような構成により、作業者が通常モードへの移行を指示するためのジェスチャを忘れている場合に、該ジェスチャを促すことができる。
<Modification>
The notification control unit 115 notifies the operator of a message prompting the user to return to the normal mode (for example, a message prompting to perform the second gesture) when the duration time of the standby mode exceeds the prescribed time. good. With such a configuration, when the operator forgets a gesture for instructing transition to the normal mode, the gesture can be prompted.
 なお、第1の実施形態では情報処理装置200は、待機モードの処理において、待機モードの継続時間が規定時間以上になった場合に、作業者への通知をおこなうようにしてもよい。情報処理装置200をそのように構成した場合には、作業者が通常モードへの移行指示を忘れている場合に、モード移行指示を促すことができる。上記のケースでは、作業者はモード移行指示を忘れたまま通常作業をおこなってしまっているため、通常モード復帰時に標準シーケンスと作業者が実施する作業が整合しない状態が継続し、誤った警告が通知され続けてしまう可能性がある。このような例外的なケースを解決するために、情報処理装置200は、作業の実施判定処理のフェーズ位置を、初期状態である「最初のフェーズ」または「作業者が指定したフェーズ」に再設定する機能を備えてもよい。モード移行指示と同様に、作業者の特定のジェスチャ等によって、再設定指示や再設定するフェーズのIDを受け付けるように構成できる。 In the first embodiment, the information processing apparatus 200 may notify the worker when the duration of the standby mode exceeds the prescribed time in the processing of the standby mode. When the information processing apparatus 200 is configured as such, when the operator forgets the instruction to shift to the normal mode, the mode shift instruction can be prompted. In the above case, since the worker has usually performed the work with forgetting the mode transition instruction, the state where the standard sequence and the work performed by the worker do not match at the time of return to the normal mode continues, and an erroneous warning is given. It may continue to be notified. In order to solve such an exceptional case, the information processing apparatus 200 resets the phase position of the work execution determination process to the initial state “first phase” or “worker designated phase”. May be provided. Similar to the mode shift instruction, the reset instruction and the ID of the phase to be reset can be received by a specific gesture or the like of the worker.
 また、第1の実施形態では、モードの移行指示をジェスチャによって行うものとしたが、モードの移行指示は他の方法でもって行っても良い。例えば、撮像装置100にマーカ等の物体を撮像させ、情報処理装置200が撮像画像中の物体を認識することで、該認識した物体の種別に応じたモードに移行させるようにしても良い。また、複数の物体を予め撮像装置100の撮像範囲に設置しておき、作業者が該複数の物体のうち1つを指すことでモード移行を指示してもよい。この場合、情報処理装置200は、撮像画像から作業者が指す物体を認識し、該認識した物体の種別に応じたモードに移行させる。 In the first embodiment, the mode transition instruction is performed by a gesture. However, the mode transition instruction may be performed by another method. For example, by causing the imaging device 100 to capture an object such as a marker and the information processing device 200 recognizes an object in a captured image, the mode may be shifted to a mode according to the type of the recognized object. Alternatively, a plurality of objects may be set in advance in the imaging range of the imaging device 100, and the operator may instruct mode transition by pointing to one of the plurality of objects. In this case, the information processing apparatus 200 recognizes an object pointed to by the worker from the captured image, and shifts the mode to a mode according to the type of the recognized object.
 また、本実施形態では、モードの移行指示以外にも作業者からの指示を受け付けるよう構成することができる。例えば、作業再開に関する報知を作業者が聞き取れなかった場合に、再報知の指示を行えるようにしてもよい。この場合、情報処理装置200は作業者からの再報知指示を検知した場合に、直前の報知内容を再度報知する。 Further, in the present embodiment, an instruction from the operator can be received in addition to the mode transition instruction. For example, when the worker can not hear the notification about the work resumption, the instruction to re-notify may be performed. In this case, when the information processing apparatus 200 detects a re-notification instruction from the operator, the information content of the immediately preceding notification is notified again.
 さらに、情報処理装置200の動作モードを作業者に報知しても良い。例えば、情報処理装置200に接続されたランプの点灯パターンや情報処理装置200の表示画面の表示内容によって作業者に情報処理装置200の動作モードを報知しても良い。このような構成によれば、作業者は自身が行ったモード移行指示が正しく情報処理装置200に検知されたのかを把握することができる。 Furthermore, the operator may be notified of the operation mode of the information processing apparatus 200. For example, the operator may be notified of the operation mode of the information processing apparatus 200 by the lighting pattern of the lamp connected to the information processing apparatus 200 or the display content of the display screen of the information processing apparatus 200. According to such a configuration, the operator can grasp whether the mode shift instruction issued by the operator has been correctly detected by the information processing apparatus 200.
 [第2の実施形態]
 以下では第1の実施形態との差分について説明し、以下で特に触れない限りは第1の実施形態と同様であるものとする。第1の実施形態では、警告モードおよび待機モードの間は作業の実施判定を中断して一切行わなかった。しかし、組み立て作業が非常に高速で行う作業の場合、情報処理装置200があるフェーズにおける作業不備を報知した時点で、作業者は既に次のフェーズの作業を開始してしまっていることが考えられる。この場合、作業者は現在取り掛かり中である作業を終わらせてから、不備が報知された作業をやり直すことが想定される。
Second Embodiment
Hereinafter, differences from the first embodiment will be described, and it is assumed that the second embodiment is the same as the first embodiment unless otherwise specified. In the first embodiment, the execution determination of the work is interrupted and not performed during the warning mode and the standby mode. However, in the case where the assembly work is performed at a very high speed, it is conceivable that the worker has already started the work of the next phase when the information processing apparatus 200 notifies of a work defect in a certain phase. . In this case, it is assumed that the worker finishes the work that is currently underway, and then re-does the work for which the defect has been notified.
 本実施形態は、作業者の作業完了タイミングと作業の実施判定結果の報知タイミングとのタイムラグを考慮したもので、警告モードから待機モードへの移行指示が入力されるまでに作業者が行った作業に基づいて一時作業シーケンス112を生成する。 The present embodiment takes into consideration the time lag between the work completion timing of the worker and the notification timing of the execution determination result of the work, and the work performed by the worker until the instruction to shift from the warning mode to the standby mode is input. A temporary work sequence 112 is generated based on.
 ここで、本実施形態に係る作業監視システムの動作例について、図9を用いて説明する。通常モードにおける情報処理装置200が撮像映像からフェーズ1の区切り(作業4と作業5との間)を検知すると、フェーズ1を構成する作業1~4がこの順で正常に実施されたか否かの実施判定を行う。この実施判定により、作業3に不備があったとする。この場合、情報処理装置200の動作モードは通常モードから警告モードに移行し、作業3の不備が作業者に対して報知され、作業3の再実施が促される。しかし、作業者は各作業を比較的短い時間で実施しており、また、撮影映像を取得してフェーズ1の作業の実施判定などの処理を行うには時間を要する。そのため、図9に示す如く、情報処理装置200がフェーズ1の区切りを検知して作業の実施判定を行い、該実施判定により検知した作業3の不備を報知した時点で、作業者は既にフェーズ2の作業5を実施している。本実施形態ではこのような場合、作業者は作業5を終了させてから、待機モードへの移行指示を行って、作業3の再実施を行う。そして、情報処理装置200は、通常モードに移行すると、すでに作業5は実施済みであるから、作業6からの作業再開を指示する。 Here, an operation example of the work monitoring system according to the present embodiment will be described with reference to FIG. When the information processing apparatus 200 in the normal mode detects a break of phase 1 (between work 4 and work 5) from the captured image, whether or not the works 1 to 4 constituting the phase 1 are normally performed in this order Make an implementation decision. It is assumed that there is a defect in work 3 by this implementation determination. In this case, the operation mode of the information processing apparatus 200 shifts from the normal mode to the warning mode, the operator is notified of the deficiency of the operation 3 and the re-execution of the operation 3 is prompted. However, the worker carries out each work in a relatively short time, and it takes time to acquire a photographed image and perform processing such as execution determination of the work of phase 1 and the like. Therefore, as shown in FIG. 9, when the information processing apparatus 200 detects a break in phase 1 and determines the execution of the work, and notifies the defect in the work 3 detected by the execution determination, the worker has already made the phase 2 Work 5 of is carried out. In this embodiment, in such a case, the operator completes the operation 5 and then instructs the shift to the standby mode to perform the operation 3 again. Then, when the information processing apparatus 200 shifts to the normal mode, since the work 5 has already been performed, the information processing apparatus 200 instructs the work restart from the work 6.
 本実施形態では、情報処理装置200は警告モードにおいては図10のフローチャートに従った処理を行う(つまり、本実施形態ではステップS403では図10のフローチャートに従った処理を行う)。 In the present embodiment, the information processing apparatus 200 performs processing according to the flowchart of FIG. 10 in the warning mode (that is, in the present embodiment, processing according to the flowchart of FIG. 10 is performed in step S403).
 ステップS1001では、報知制御部115は、上記のステップS701と同様にして、作業の不備を報知する。ステップS1002では、作業判定部110は、メモリ198から蓄積順に撮像画像を読み出す。ステップS1002で読み出される撮像画像は、フェーズが切り替わった後の撮像画像であり、図9の場合では、作業5の開始時に対応する撮像画像である。 In step S1001, the notification control unit 115 gives notification of an operation defect as in step S701 described above. In step S1002, the work determination unit 110 reads captured images in the order of storage from the memory 198. The captured image read out in step S1002 is a captured image after the phase has been switched, and in the case of FIG. 9 is a captured image corresponding to the start of task 5.
 ステップS1003では、作業判定部110は、上記のステップS505と同様の処理を行うことで、ステップS1002で読み出された撮像画像から手領域を抽出する。ステップS1004では、作業判定部110は、上記のステップS506と同様の処理を行うことで、ステップS1003で抽出した手領域が、撮像画像上の作業エリアの何れに含まれているのかを判断する。つまり、ステップS1003及びS1004により、警告モードに移行してから待機モードに移行するまでの間で実施された作業を検知し、対応するエリアIDを検知エリアシーケンス315に登録することができる。ステップS1005~S1007はそれぞれ、上記のステップS703~S705と同様であるため、これらの処理に係る説明は省略する。 In step S1003, the work determination unit 110 extracts the hand area from the captured image read in step S1002 by performing the same process as step S505 described above. In step S1004, the work determination unit 110 performs the same process as step S506 described above to determine which of the work areas on the captured image the hand area extracted in step S1003 is included. That is, in steps S1003 and S1004, it is possible to detect the work performed between the transition to the warning mode and the transition to the standby mode, and to register the corresponding area ID in the detection area sequence 315. Steps S1005 to S1007 are the same as steps S703 to S705, respectively, and thus the description of these processes is omitted.
 また本実施形態では、情報処理装置200は待機モードにおいては図11のフローチャートに従った処理を行う(つまり、本実施形態ではステップS404では図11のフローチャートに従った処理を行う)。 Further, in the present embodiment, the information processing apparatus 200 performs processing according to the flowchart of FIG. 11 in the standby mode (that is, in the present embodiment, processing according to the flowchart of FIG. 11 is performed in step S404).
 ステップS1101は、上記のステップS801と同様であるため、このステップに係る説明は省略する。ステップS1101で読み出した撮像画像から作業者による上記の第2のジェスチャを認識した場合には、処理はステップS1102を介してステップS1103に進む。一方、ステップS1101で読み出した撮像画像から作業者による上記の第2のジェスチャを認識しなかった場合には、処理はステップS1102を介してステップS1101に進む。 Step S1101 is the same as step S801 described above, and thus the description of this step is omitted. When the above-described second gesture by the worker is recognized from the captured image read out in step S1101, the process proceeds to step S1103 via step S1102. On the other hand, if the above-described second gesture by the worker is not recognized from the captured image read out in step S1101, the process proceeds to step S1101 via step S1102.
 ステップS1103で作業判定部110は、図3DのテーブルからフェーズID=(変数Fの値+1)に対応するエリアシーケンス312を取得し、該エリアシーケンス312と、ステップS1004で生成した検知エリアシーケンス315と、を照合する。照合には例えば上記のDPマッチングを用いる。このような照合により、フェーズID=(変数Fの値+1)に対応するエリアシーケンス312に、ステップS1004で生成した検知エリアシーケンス315が含まれているか否かを判断する。つまり、フェーズの切り替え検知(ステップS507)から報知(ステップS1001)までの間に作業者が実施した作業が、フェーズID=(変数Fの値+1)に対応する作業シーケンス311に含まれているか否かを判断する。これは、フェーズの切り替え検知(ステップS507)後に、作業者が次のフェーズ(フェーズID=(変数Fの値+1)に対応するフェーズ)の一部を実施済みであるか否かの判定を行うことに等価である。例えば、DPマッチングの結果、フェーズID=(変数Fの値+1)に対応するエリアシーケンス312の中で、ステップS1004で生成した検知エリアシーケンス315と対応づく部分シーケンスがあるとする。このとき、該部分シーケンスに対応する作業は実施済みの作業であったと判定できる。 In step S1103, the work determination unit 110 acquires the area sequence 312 corresponding to phase ID = (value of variable F + 1) from the table in FIG. 3D, and the area sequence 312 and the detection area sequence 315 generated in step S1004. ,. For example, the above DP matching is used for the matching. By such collation, it is determined whether the detection area sequence 315 generated in step S1004 is included in the area sequence 312 corresponding to phase ID = (value of variable F + 1). That is, whether or not the work performed by the worker between the phase switching detection (step S507) and the notification (step S1001) is included in the work sequence 311 corresponding to phase ID = (value of variable F + 1). To judge. This is to determine whether or not the operator has implemented a part of the next phase (the phase corresponding to phase ID = (value of variable F + 1)) after phase switching detection (step S507). It is equivalent to. For example, it is assumed that there is a partial sequence corresponding to the detection area sequence 315 generated in step S1004 in the area sequence 312 corresponding to phase ID = (value of variable F + 1) as a result of DP matching. At this time, it can be determined that the work corresponding to the partial sequence has already been performed.
 ステップS1103における照合の結果、フェーズID=(変数Fの値+1)に対応するエリアシーケンス312の中で実施済みの作業があった場合には、処理はステップS1104を介してステップS1105に進む。一方、ステップS1103における照合の結果、フェーズID=(変数Fの値+1)に対応するエリアシーケンス312の中で実施済みの作業がなかった場合には、処理はステップS1104を介してステップS1106に進む。 As a result of the collation in step S 1103, if there is work already performed in the area sequence 312 corresponding to phase ID = (value of variable F + 1), the process proceeds to step S 1105 via step S 1104. On the other hand, if there is no work performed in the area sequence 312 corresponding to phase ID = (value of variable F + 1) as a result of the collation in step S1103, the process proceeds to step S1106 via step S1104. .
 ステップS1005で作業判定部110は、図3DのテーブルにおいてフェーズID=(変数Fの値+1)に対応する標準作業シーケンス111から、ステップS1003における照合で特定した実施済みの作業に対応する作業IDを削除した作業シーケンスを作業シーケンス313として作成する。 In step S1005, the work determination unit 110 selects a work ID corresponding to the work that has already been identified in the check in step S1003 from the standard work sequence 111 corresponding to phase ID = (value of variable F + 1) in the table of FIG. 3D. The deleted work sequence is created as a work sequence 313.
 ステップS1106で作業判定部110は、上記のステップS511で作成されたテーブルにおいて実施判定結果316が「NG」に対応する作業IDを特定し、該作業IDに対応する関連作業IDが図3Cのテーブルに登録されているか否かを判断する。この判断の結果、実施判定結果316が「NG」に対応する作業IDに対応する関連作業IDが図3Cのテーブルに登録されていれば、処理はステップS1107に進み、登録されていなければ、処理はステップS1108に進む。 In step S1106, the work determination unit 110 identifies the work ID whose execution determination result 316 corresponds to "NG" in the table created in step S511, and the related work ID corresponding to the work ID is the table in FIG. 3C. It is judged whether it is registered in. As a result of this judgment, if the related work ID corresponding to the work ID corresponding to “NG” in the execution judgment result 316 is registered in the table of FIG. 3C, the process proceeds to step S1107, and if not registered, the process The process proceeds to step S1108.
 ステップS1107では、生成部116は、ステップS1105において作業シーケンス313を作成した場合には、この作業シーケンス313の先頭に関連作業IDを追加したものを改めて作業シーケンス313とする。また生成部116は、ステップS1105において作業シーケンス313を作成していない場合には、上記のステップS804と同様の動作を行う。すなわち生成部116は、関連作業IDを先頭にし、これに後続して、図3DのテーブルにおいてフェーズID=(変数Fの値+1)に対応する標準作業シーケンス111を追加した作業シーケンス313を作成する。 In step S1107, when the work sequence 313 is created in step S1105, the generation unit 116 adds a related work ID at the top of the work sequence 313 as the work sequence 313 again. In addition, when the work sequence 313 is not generated in step S1105, the generation unit 116 performs the same operation as that in step S804. That is, the generation unit 116 generates the work sequence 313 by adding the standard work sequence 111 corresponding to the phase ID = (value of variable F + 1) in the table of FIG. .
 そして生成部116は、上記のステップS804と同様にしてエリアシーケンス314を作成し、フェーズID310(=変数Fの値+1)と作業シーケンス313とエリアシーケンス314とを関連づけたテーブルを一時作業シーケンス112として生成する。 Then, the generation unit 116 generates the area sequence 314 in the same manner as step S 804 above, and sets a table in which the phase ID 310 (= value of variable F + 1), the work sequence 313 and the area sequence 314 are associated as a temporary work sequence 112. Generate
 ステップS1108及びステップS1109はそれぞれ、上記のステップS805及びステップS806と同様である。なお、ステップS1108では、報知制御部115は、一時作業シーケンス112を作成していない場合、図3DのテーブルからフェーズID=(変数Fの値+1)に対応する作業シーケンス311を特定する。そして報知制御部115は、該特定した作業シーケンス311において実施順が最初の作業IDと、図3Cのテーブルにおいて該作業IDに対応する作業名称と、を報知する。一方、一時作業シーケンス112を作成した場合、報知制御部115は、図3EのテーブルからフェーズID=(変数Fの値+1)に対応する作業シーケンス313を特定する。そして報知制御部115は、該特定した作業シーケンス313において実施順が最初の作業IDと、図3Cのテーブルにおいて該作業IDに対応する作業名称と、を報知する。 Steps S1108 and S1109 are the same as steps S805 and S806, respectively. In step S1108, when the temporary work sequence 112 is not created, the notification control unit 115 specifies the work sequence 311 corresponding to phase ID = (value of variable F + 1) from the table of FIG. 3D. Then, the notification control unit 115 notifies of the work ID of the first work order in the specified work sequence 311 and the work name corresponding to the work ID in the table of FIG. 3C. On the other hand, when the temporary work sequence 112 is created, the notification control unit 115 specifies the work sequence 313 corresponding to the phase ID = (value of variable F + 1) from the table of FIG. 3E. Then, the notification control unit 115 notifies of the work ID whose execution order is first in the specified work sequence 313 and the work name corresponding to the work ID in the table of FIG. 3C.
 このように本実施形態によれば、作業者の作業完了タイミングと作業の実施判定結果の報知タイミングとの間にタイムラグがあり、作業不備の報知までに作業者が次の作業を行ってしまった場合でも、作業再実施後の再開作業の指示を正しく行うことができる。そしてこのような構成によれば、実施済みである作業に関して、無駄なやり直しをなくすことができる。 As described above, according to the present embodiment, there is a time lag between the work completion timing of the worker and the notification timing of the execution determination result of the work, and the worker has performed the next work before the notification of the work deficiency. Even in the case, it is possible to correctly give instructions for resuming work after reworking. And according to such a configuration, it is possible to eliminate unnecessary re-work regarding the work that has already been performed.
 [第3の実施形態]
 第1,2の実施形態では、フェーズの切り替わりをトリガにして作業の実施判定を行っていたが、作業の実施判定を行うトリガはフェーズの切り替わりに限らない。例えば、1つの工程が短い場合や、1つの工程を1つのフェーズとして取り扱う場合などは、1つの工程が完了した時点で該工程に対する作業の実施判定を行うようにしても良い。この場合、1つの工程について1つの標準作業シーケンスが定義されており、この標準作業シーケンスが繰り返し実施されるため、一時作業シーケンスは、常にこの標準作業シーケンスに対して生成される。
Third Embodiment
In the first and second embodiments, the execution determination of the work is performed using the switching of the phase as a trigger, but the trigger for determining the execution of the work is not limited to the switching of the phase. For example, when one process is short, or when one process is handled as one phase, etc., the execution determination of the work for the process may be performed when one process is completed. In this case, since one standard work sequence is defined for one process, and the standard work sequence is repeatedly performed, a temporary work sequence is always generated for this standard work sequence.
 1つの工程が作業1~4で構成されている場合に、該1つの工程が完了した時点で該1つの工程に対する作業の実施判定を行う情報処理装置200の動作について、図12Aを用いて説明する。 When one process is configured with operations 1 to 4, an operation of the information processing apparatus 200 that performs the execution determination of the operation on the one process when the one process is completed will be described using FIG. 12A. Do.
 図12Aに示す如く、作業1~4が完了した時点で作業1~4の作業の実施判定を行ったことで、作業2に不備が検知されたとする。また、この作業2の関連作業として作業4が定義されているとする。通常モードにおいて作業2に不備が検知されると、情報処理装置200の動作モードは警告モードに移行し、作業2に不備があるため作業者に対して作業2の再実施を促す報知を行う。作業者が待機モードへの移行指示を行うと、情報処理装置200の動作モードは警告モードから待機モードに移行する。待機モードでは、作業者が作業2の再実施を行ってから、通常モードへの移行指示を行う。このとき情報処理装置200は、「1,2,3,4」という作業シーケンスの先頭に関連作業である「作業4」を加えた「4,1,2,3,4」を一時作業シーケンスとして生成し、通常モードに復帰後は、この一時作業シーケンスを使用する。また、作業者への報知としては、作業4の実施指示をした後に、次の対象物に対して作業1からの作業開始を指示することができる。 As shown in FIG. 12A, it is assumed that a defect is detected in operation 2 because the execution determination of operations 1 to 4 is performed when operations 1 to 4 are completed. Further, it is assumed that an operation 4 is defined as a related operation of the operation 2. When a defect in work 2 is detected in the normal mode, the operation mode of the information processing apparatus 200 shifts to a warning mode, and since there is a defect in work 2, notification is given to prompt the operator to re-perform work 2. When the worker instructs to shift to the standby mode, the operation mode of the information processing device 200 shifts from the warning mode to the standby mode. In the standby mode, after the operator re-performs work 2, the instruction to shift to the normal mode is issued. At this time, the information processing apparatus 200 sets “4, 1, 2, 3, 4” as a temporary work sequence in which “work 4,” which is a related work, is added to the head of the work sequence “1, 2, 3, 4”. After generating and returning to the normal mode, this temporary work sequence is used. In addition, as notification to the worker, after the execution instruction of the operation 4 is given, the operation start from the operation 1 can be instructed to the next target object.
 また、1つの工程を構成する作業ごとに該作業の実施判定を行うようにしても良い。例えば、1つの標準作業シーケンスの先頭から作業ごとに、該作業の実施判定結果と順次照合していき、標準作業シーケンスに対応しない作業が発生した時点で実施不備と判定することができる。この場合、1つの工程に対して1つの標準作業シーケンスが定義されており、一時作業シーケンスは、標準作業シーケンスから実施判定済みの作業を切り取ったシーケンスを基準として生成することができる。 In addition, the execution determination of the work may be performed for each work constituting one process. For example, for each work from the top of one standard work sequence, the execution determination result of the work is sequentially collated, and it is possible to determine that the work is not performed when a work not corresponding to the standard work sequence occurs. In this case, one standard work sequence is defined for one process, and the temporary work sequence can be generated on the basis of a sequence obtained by cutting the work determined to be performed from the standard work sequence.
 また第1,2の実施形態では、警告モードにおいては、不備が検知された作業のみの再実施を促す報知を行っていた。しかし、不備が検知された作業と関連する関連作業が存在する場合には、不備が検知された作業の再実施を促す報知に加えて該作業に関連する関連作業の再実施を促す報知を行っても良い。このような報知を行う場合における情報処理装置200の動作について、図12Bを用いて説明する。 Further, in the first and second embodiments, in the warning mode, notification is provided to prompt re-execution of only the work for which a defect has been detected. However, if there is a related work associated with the work for which the defect is detected, in addition to a notification prompting re-execution of the work for which the defect is detected, a notification for promoting re-execution of the related work related to the work is performed. It is good. The operation of the information processing apparatus 200 in the case of performing such notification will be described using FIG. 12B.
 図9と同様に、作業4と作業5との間にフェーズ1の区切りがあり、作業2の関連作業として作業4が定義されているものとする。通常モードにおける情報処理装置200が撮像映像からフェーズ1の区切り(作業4と作業5との間)を検知すると、フェーズ1を構成する作業1~4がこの順で正常に実施されたか否かの実施判定を行う。この実施判定により、作業2に不備があったとする。作業2に不備が検知されると、情報処理装置200の動作モードは警告モードに移行し、作業2に不備があるため作業者に対して作業2のみならず作業2の関連作業である作業4についても再実施を促す報知を行う。作業者が待機モードへの移行指示を行うと、情報処理装置200の動作モードは警告モードから待機モードに移行する。待機モードでは、作業者が作業2及び作業4の再実施を行ってから、通常モードへの移行指示を行う。通常モードに復帰後は、次のフェーズの先頭作業である作業5から実施するので、作業者に対して作業5の実施を促す報知を行う。情報処理装置200は、関連作業を追加した一時作業シーケンスを生成しなくてよい。本実施形態では、関連作業が正しく再実施されたかを判定することはできないが、システムの構成を単純にすることができる。 Similar to FIG. 9, it is assumed that there is a division of phase 1 between work 4 and work 5 and work 4 is defined as a related work of work 2. When the information processing apparatus 200 in the normal mode detects a break of phase 1 (between work 4 and work 5) from the captured image, whether or not the works 1 to 4 constituting the phase 1 are normally performed in this order Make an implementation decision. It is assumed that there is a defect in work 2 due to this implementation determination. When a defect is detected in operation 2, the operation mode of the information processing apparatus 200 shifts to the warning mode, and since the operation 2 is defective, the operation 4 is a related operation not only to the operation 2 but also to the operation 2 Also perform notification to encourage reimplementation. When the worker instructs to shift to the standby mode, the operation mode of the information processing device 200 shifts from the warning mode to the standby mode. In the standby mode, after the operator re-performs the work 2 and the work 4, an instruction to shift to the normal mode is issued. After returning to the normal mode, since the operation is performed from the operation 5 which is the leading operation of the next phase, the notification to prompt the operator to perform the operation 5 is performed. The information processing apparatus 200 may not generate the temporary work sequence to which the related work is added. In this embodiment, although it can not be determined whether the related work has been correctly re-executed, the system configuration can be simplified.
 [第4の実施形態]
 上記の各実施形態や各変形例において、一時作業シーケンス112等の情報処理装置200が生成したデータは、不必要になったら適宜削除しても良い。上記の説明において、例えば、一時作業シーケンス112の代わりに標準作業シーケンス111を使用する場合には、一時作業シーケンス112は削除しても良い。逆に、削除せずに保存しておいても良い。
Fourth Embodiment
In each of the embodiments and the modifications described above, the data generated by the information processing apparatus 200, such as the temporary work sequence 112, may be appropriately deleted if it becomes unnecessary. In the above description, for example, when using the standard work sequence 111 instead of the temporary work sequence 112, the temporary work sequence 112 may be deleted. Conversely, you may save without deleting.
 また、上記の各実施形態や各変形例では、作業者の撮影映像は撮像装置100から取得するものとしたが、これに限らない。例えば、外部装置に録画済みの作業者の撮影映像が保存されている場合に、取得部108が該撮影映像を該外部装置から取得するようにしても良い。 Further, in each of the embodiments and the modifications described above, the photographed video of the worker is acquired from the imaging device 100, but the present invention is not limited to this. For example, when the captured video of the recorded operator is stored in the external device, the acquisition unit 108 may obtain the captured video from the external device.
 また、図3B~3Fに示した各種のテーブルの構成は一例に過ぎず、テーブル内の数値やテーブルの構成は図3B~3Fの例に限らない。また、幾つかのテーブルを1つのテーブルに纏めても良いし、1つのテーブルを幾つかのテーブルに分けても良い。 Further, the configurations of various tables shown in FIGS. 3B to 3F are merely examples, and the numerical values in the tables and the configurations of the tables are not limited to the examples of FIGS. 3B to 3F. Also, several tables may be combined into one table, or one table may be divided into several tables.
 [第5の実施形態]
 図1Bに示した情報処理装置200中の各機能部はハードウェアで実装しても良い。しかし、取得部108、検知部113、作業判定部110、モード制御部114、報知制御部115、生成部116、制御部199、についてはソフトウェア(コンピュータプログラム)で実装しても良い。この場合、メモリ198を有し、このようなコンピュータプログラムを実行可能なプロセッサを有するコンピュータ装置は、上記の情報処理装置200に適用可能である。情報処理装置200に適用可能なコンピュータ装置のハードウェア構成例について、図1Aのブロック図を用いて説明する。
Fifth Embodiment
Each functional unit in the information processing apparatus 200 illustrated in FIG. 1B may be implemented by hardware. However, the acquisition unit 108, the detection unit 113, the work determination unit 110, the mode control unit 114, the notification control unit 115, the generation unit 116, and the control unit 199 may be implemented by software (computer program). In this case, a computer device having a memory 198 and having a processor capable of executing such a computer program is applicable to the information processing device 200 described above. An exemplary hardware configuration of a computer apparatus applicable to the information processing apparatus 200 will be described using the block diagram of FIG. 1A.
 CPU101は、ROM102やRAM103に格納されているコンピュータプログラムやデータを用いて処理を実行する。これによりCPU101は、コンピュータ装置全体動作制御を行うと共に、情報処理装置200が行うものとして上述した各処理を実行若しくは制御する。 The CPU 101 executes processing using computer programs and data stored in the ROM 102 and the RAM 103. Thus, the CPU 101 controls the entire operation of the computer apparatus, and executes or controls each process described above as being performed by the information processing apparatus 200.
 ROM102には、書換不要のコンピュータプログラムやデータ(BIOSのコンピュータプログラムやデータなど)が格納されている。RAM103は、記憶部104からロードされたコンピュータプログラムやデータ、通信部107を介して外部から受信したデータ、を格納するためのエリアを有する。更にRAM103は、CPU101が各種の処理を実行する際に用いるワークエリアを有する。このようにRAM103は、各種のエリアを適宜提供することができる。 The ROM 102 stores computer programs and data that do not require rewriting (such as computer programs and data of the BIOS). The RAM 103 has an area for storing a computer program or data loaded from the storage unit 104 and data received from the outside via the communication unit 107. Further, the RAM 103 has a work area used when the CPU 101 executes various processes. Thus, the RAM 103 can appropriately provide various areas.
 記憶部104は、ハードディスクドライブ装置に代表される大容量情報記憶装置である。記憶部104には、OS(オペレーティングシステム)や、情報処理装置200が行うものとして上述した各処理をCPU101に実行若しくは制御させるためのコンピュータプログラムやデータが保存されている。 The storage unit 104 is a large-capacity information storage device represented by a hard disk drive. The storage unit 104 stores an operating system (OS) and computer programs and data for causing the CPU 101 to execute or control each process described above as being performed by the information processing apparatus 200.
 記憶部104に保存されているコンピュータプログラムには、上記の取得部108、検知部113、作業判定部110、モード制御部114、報知制御部115、生成部116、制御部199、の機能をCPU101に実現させるためのコンピュータプログラムが含まれている。 The computer program stored in the storage unit 104 includes the functions of the acquisition unit 108, the detection unit 113, the operation determination unit 110, the mode control unit 114, the notification control unit 115, the generation unit 116, and the control unit 199 described above. Contains a computer program to make it happen.
 記憶部104に保存されているデータには、上記の説明において既知の情報として取り扱ったものや、メモリ198に保存されている情報として説明したものが含まれている。つまり、記憶部104に保存されているデータには、標準作業シーケンス111、一時作業シーケンス112を含む、図3B~3Fの各種のテーブルも含まれている。 The data stored in the storage unit 104 includes one handled as known information in the above description and one described as information stored in the memory 198. That is, the data stored in the storage unit 104 includes various tables of FIGS. 3B to 3F including the standard work sequence 111 and the temporary work sequence 112.
 記憶部104に保存されているものとして説明したコンピュータプログラムやデータは、CPU101による制御に従って適宜RAM103にロードされ、CPU101による処理対象となる。上記のメモリ198は、ROM102やRAM103、記憶部104によって実装することができる。 The computer program and data described as being stored in the storage unit 104 are appropriately loaded to the RAM 103 according to control of the CPU 101, and are to be processed by the CPU 101. The above memory 198 can be implemented by the ROM 102, the RAM 103, and the storage unit 104.
 入力部105は、キーボードやマウス、タッチパネル画面などのユーザインターフェースにより構成されており、ユーザが操作することで、各種の指示をCPU101に対して入力することができる。 The input unit 105 is configured of a user interface such as a keyboard, a mouse, and a touch panel screen, and can input various instructions to the CPU 101 by the user's operation.
 出力部106は、例えば、情報処理装置200による処理結果を画像や文字として表示する表示装置、上記の様々な報知を行う装置等、各種の情報の出力を行うための装置である。 The output unit 106 is a device for outputting various types of information, such as a display device that displays the processing result of the information processing device 200 as an image or characters, a device that performs various notifications as described above, and the like.
 通信部107は、LANやインターネットなどのネットワークを介して外部機器とのデータ通信を行うためのものである。例えば、通信部107には上記の撮像装置100を接続することができ、撮像装置100による撮像画像は通信部107を介してRAM103や記憶部104に格納される。 The communication unit 107 is for performing data communication with an external device via a network such as a LAN or the Internet. For example, the above-described imaging device 100 can be connected to the communication unit 107, and an image captured by the imaging device 100 is stored in the RAM 103 or the storage unit 104 via the communication unit 107.
 上記のCPU101、ROM102、RAM103、記憶部104、入力部105、出力部106、通信部107は何れもバス180に接続されている。なお、図1Aに示した構成は、情報処理装置200に適用可能なコンピュータ装置のハードウェア構成の一例に過ぎない。例えば、情報記憶装置として、DVD-ROM/RAMやUSBメモリを使用しても良いし、入力部105を省いて、代わりにタッチパネル画面を介して操作入力を受け付けるようにしても良い。この場合、タッチパネル画面は、情報表示と操作受け付けの両方の機能を実現する。 The CPU 101, the ROM 102, the RAM 103, the storage unit 104, the input unit 105, the output unit 106, and the communication unit 107 are all connected to the bus 180. The configuration shown in FIG. 1A is only an example of the hardware configuration of the computer apparatus applicable to the information processing apparatus 200. For example, a DVD-ROM / RAM or a USB memory may be used as the information storage device, or the input unit 105 may be omitted, and instead, an operation input may be received via a touch panel screen. In this case, the touch panel screen realizes both functions of information display and operation acceptance.
 なお、以上説明した各実施形態や各変形例の一部若しくは全部を適宜組み合わせて使用しても構わない。また、以上説明した各実施形態や各変形例の一部若しくは全部を選択的に使用しても構わない。 In addition, you may use combining suitably one part or all of each embodiment and each modification which were demonstrated above. In addition, a part or all of each embodiment and each modification described above may be selectively used.
 [変形例]
 上述の実施形態での作業判定方法は、手領域が、どの作業エリアに入っているかを用いた方法に限定されるものではない。例えば、撮像装置100から入力された動画像を構成するフレームの画像に基づいて、学習済みの学習モデルを用いた機械学習により作業内容を特定するものであってもよい。具体的には、予め定められた複数の作業内容の動作特徴を学習した学習モデルを作成しておき、1フレームの画像に対して、各作業内容に対するスコアを求める。作業判定部110は、スコアが最大となる作業内容を、フレームに対応する作業内容として特定する。なお、前述の学習モデルの作成においては、様々な方法が存在し、その方法は特に限定されるものではない。例えば深層学習と呼ばれる方法を用いる場合には、最初に正しい作業内容を撮影したデータを大量に用意しておき、これらのデータを学習用のネットワークに入力することでモデルを作成する。
[Modification]
The work determination method in the above-mentioned embodiment is not limited to the method using which work area the hand area is in. For example, the work content may be specified by machine learning using a learned learning model based on an image of a frame that constitutes a moving image input from the imaging device 100. Specifically, a learning model in which motion features of a plurality of work contents set in advance are learned is created, and a score for each work content is obtained for an image of one frame. The task determination unit 110 specifies the task content with the largest score as the task content corresponding to the frame. In addition, in preparation of the above-mentioned learning model, various methods exist and the method is not specifically limited. For example, in the case of using a method called deep learning, a large amount of data obtained by photographing the correct work content is prepared first, and a model is created by inputting these data into a learning network.
 作業判定部110は、フレームごとに得られた作業内容判定結果を適宜補正してもよい。補正処理は、誤認識の修正等を行う処理であり、作業判定結果の前後の連続性などに基づいて補正することができる。 The work determination unit 110 may appropriately correct the work content determination result obtained for each frame. The correction process is a process of correcting a false recognition and the like, and can be corrected based on the continuity before and after the work determination result.
 作業判定部110は、作業のシーケンスを照合することで作業不備の判定をおこなうことができる。この際、工程をフェーズで区切らずに、1つの作業ごとに作業実施不備を判定するよう構成してもよい。例えば、1つの標準作業シーケンスと検知結果を前方から順次照合していき、標準作業シーケンスに対応しない作業が発生した時点で実施不備と判定することができる。 The task determination unit 110 can determine the task deficiency by collating the sequence of tasks. Under the present circumstances, you may comprise so that an operation implementation defect may be determined for every operation | work, without dividing a process into a phase. For example, one standard work sequence and the detection result are sequentially collated from the front, and it is possible to determine that the work is incomplete when work not corresponding to the standard work sequence occurs.
 (その他の実施例)
 本発明は、上述の実施形態の1以上の機能を実現するプログラムを、ネットワーク又は記憶媒体を介してシステム又は装置に供給し、そのシステム又は装置のコンピュータにおける1つ以上のプロセッサーがプログラムを読出し実行する処理でも実現可能である。また、1以上の機能を実現する回路(例えば、ASIC)によっても実現可能である。
(Other embodiments)
The present invention supplies a program that implements one or more functions of the above-described embodiments to a system or apparatus via a network or storage medium, and one or more processors in a computer of the system or apparatus read and execute the program. Can also be realized. It can also be implemented by a circuit (eg, an ASIC) that implements one or more functions.
 本発明は上記実施の形態に制限されるものではなく、本発明の精神及び範囲から離脱することなく、様々な変更及び変形が可能である。従って、本発明の範囲を公にするために、以下の請求項を添付する。 The present invention is not limited to the above embodiment, and various changes and modifications can be made without departing from the spirit and scope of the present invention. Accordingly, the following claims are attached to disclose the scope of the present invention.
 本願は、2017年11月1日提出の日本国特許出願特願2017-211934を基礎として優先権を主張するものであり、その記載内容の全てを、ここに援用する。 The present application claims priority based on Japanese Patent Application No. 2017-211934 filed on Nov. 1, 2017, the entire contents of which are incorporated herein by reference.
 108:取得部 110:作業判定部 113:検知部 114:モード制御部 115:報知制御部 116:生成部 198:メモリ 199:制御部 108: acquisition unit 110: operation determination unit 113: detection unit 114: mode control unit 115: notification control unit 116: generation unit 198: memory 199: control unit

Claims (19)

  1.  作業シーケンスに含まれる一連の作業を順次実施している作業者の撮影映像から作業の不備を検知する検知処理を実行する処理手段を備え、
     前記処理手段は、
     前記検知処理により前記撮影映像から作業の不備を検知すると、前記作業者からの指示を検知するまで前記検知処理を中断し、該中断後に該指示を検知すると、前記検知処理の再開後に前記検知処理の対象となる対象作業を、実施済みの作業の続きから対象作業にするか若しくは該不備が検知された作業に関連する作業から対象作業にするか、該不備が検知された作業に基づいて特定し、該対象作業に対する前記検知処理を再開することを特徴とする情報処理装置。
    The processing means is provided with a processing means for executing detection processing for detecting a defect in work from a photographed image of a worker sequentially performing a series of work included in the work sequence,
    The processing means
    The detection processing is interrupted until detection of an instruction from the worker is detected when a defect in work is detected from the photographed video by the detection processing, and when the instruction is detected after the interruption, the detection processing is resumed after the detection processing is resumed. Target work to be the target of the work from the continuation of the performed work to the target work or from the work related to the work for which the deficiency is detected, or specified based on the work for which the deficiency is detected And resuming the detection process for the target work.
  2.  前記処理手段は、前記撮影映像から作業の不備を検知すると、第1の指示を検知するまで、該作業に係る情報の報知を行うことを特徴とする請求項1に記載の情報処理装置。 2. The information processing apparatus according to claim 1, wherein the processing means, upon detecting a defect in work from the photographed video, notifies information on the work until detecting a first instruction.
  3.  作業シーケンスに含まれる一連の作業を順次実施している作業者の撮影映像から作業の不備を検知する検知処理を実行する処理手段を備え、
     前記処理手段は、
     前記検知処理により前記撮影映像から作業の不備を検知すると、該作業に係る情報の報知を行い、第1の指示を検知すると前記報知を中断し、該中断後に第2の指示を検知すると、前記検知処理の再開後に前記検知処理の対象となる対象作業を、該不備が検知された作業に基づいて特定し、該対象作業に対する前記検知処理を再開することを特徴とする情報処理装置。
    The processing means is provided with a processing means for executing detection processing for detecting a defect in work from a photographed image of a worker sequentially performing a series of work included in the work sequence,
    The processing means
    When the defect in work is detected from the photographed video by the detection process, notification of information related to the work is performed, and when the first instruction is detected, the notification is interrupted, and when the second instruction is detected after the interruption, An information processing apparatus characterized by specifying a target work to be a target of the detection process after resuming the detection process based on the work in which the deficiency is detected, and resuming the detection process for the target work.
  4.  前記処理手段は、前記作業シーケンスに含まれる複数の作業のうち前記不備を判定済みの作業より後の実施順に含まれる作業を前記対象作業として特定することを特徴とする請求項1乃至3の何れか1項に記載の情報処理装置。 4. The processing method according to any one of claims 1 to 3, wherein among the plurality of tasks included in the task sequence, the task included in the order of execution after the task for which the insufficiency has been determined is specified as the target task. An information processing apparatus according to any one of the preceding items.
  5.  前記処理手段は、前記不備が検知された作業と関連する関連作業と、前記作業シーケンスに含まれる複数の作業のうち前記不備を判定済みの作業より後の実施順に含まれる作業と、を前記対象作業として特定することを特徴とする請求項1乃至3の何れか1項に記載の情報処理装置。 The processing means targets the related work associated with the work for which the deficiency is detected, and the work included in the order of execution after the work for which the deficiency has been determined among the plurality of works included in the work sequence. The information processing apparatus according to any one of claims 1 to 3, wherein the information processing apparatus is specified as an operation.
  6.  前記処理手段は、前記第1の指示の後、前記第2の指示の入力までの継続時間が規定時間以上となった場合に報知をおこない、第3の指示の入力に従って、前記作業シーケンスに含まれる複数の作業のうち実施順において最初の作業または第3の指示で指定された作業より後の順の作業を前記対象作業として特定することを特徴とする請求項3に記載の情報処理装置。 The processing means notifies after the first instruction that the duration until the input of the second instruction is equal to or longer than a prescribed time, and is included in the work sequence according to the input of the third instruction. 4. The information processing apparatus according to claim 3, wherein among the plurality of tasks to be executed, the task in the order after the task specified in the first task or the third instruction in the execution order is specified as the target task.
  7.  前記処理手段は、前記作業シーケンスに含まれる作業に対する前記検知処理を開始してから該作業の不備の報知を行うまでの間、または前記第1の指示が入力されるまでの間に前記作業者によって実施された作業を、前記不備を判定済みの作業より後の実施順の作業群から削除した残りの作業を、前記対象作業として特定することを特徴とする請求項3に記載の情報処理装置。 The processing unit is configured to start the detection processing for the work included in the work sequence and to perform notification of a defect in the work or until the first instruction is input. The information processing apparatus according to claim 3, wherein the remaining work obtained by deleting the work performed by the work group from the work group in the order of execution subsequent to the work for which the insufficiency has been determined is specified as the target work. .
  8.  前記処理手段は、前記不備が検知された作業と関連する関連作業と、前記作業シーケンスに含まれる作業と、を前記対象作業として特定することを特徴とする請求項1乃至3の何れか1項に記載の情報処理装置。 4. The processing method according to any one of claims 1 to 3, wherein the processing means specifies, as the target work, the related work associated with the work for which the deficiency is detected and the work included in the work sequence. The information processing apparatus according to claim 1.
  9.  前記処理手段は、前記第2の指示を検知すると、前記対象作業のうち実施順において先頭の作業に係る情報の報知を行うことを特徴とする請求項3に記載の情報処理装置。 4. The information processing apparatus according to claim 3, wherein the processing means, when detecting the second instruction, notifies of information related to the first work in the execution order among the target works.
  10.  前記処理手段は、前記撮影映像から規定のイベントの発生を作業の区切りとして検出することを特徴とする請求項4乃至7の何れか1項に記載の情報処理装置。 The information processing apparatus according to any one of claims 4 to 7, wherein the processing means detects the occurrence of a prescribed event from the photographed video as a work break.
  11.  前記イベントは、前記作業者の作業対象となる物体の位置及び/又は姿勢の規定の変化であることを特徴とする請求項10に記載の情報処理装置。 11. The information processing apparatus according to claim 10, wherein the event is a change in a specified position and / or posture of an object to be worked by the worker.
  12.  前記第1の指示、前記第2の指示は、ジェスチャあるいはマーカのいずれか1つ以上であることを特徴とする請求項3に記載の情報処理装置。 The information processing apparatus according to claim 3, wherein the first instruction and the second instruction are any one or more of a gesture and a marker.
  13.  前記第1の指示、前記第2の指示は、前記撮影映像に含まれる物体の認識の結果に応じた指示であることを特徴とする請求項3に記載の情報処理装置。 The information processing apparatus according to claim 3, wherein the first instruction and the second instruction are instructions according to a result of recognition of an object included in the captured video.
  14.  前記第1の指示、前記第2の指示は、前記撮影映像に含まれる複数の物体のうち指定された物体の認識の結果に応じた指示であることを特徴とする請求項3に記載の情報処理装置。 The information according to claim 3, wherein the first instruction and the second instruction are instructions according to a result of recognition of a designated object among a plurality of objects included in the captured video. Processing unit.
  15.  前記処理手段は、撮影映像から作業者からの不備が検知された作業に係る情報の再報知の指示を判定し、前記再報知の指示に応じて、直前の報知内容を再度報知することを特徴とする請求項1乃至14の何れか1項に記載の情報処理装置。 The processing means is characterized in that the instruction of the re-notification of the information related to the work in which the defect is detected from the photographed image is determined from the photographed video, and the notification content immediately before is notified again according to the instruction of the re-notification. The information processing apparatus according to any one of claims 1 to 14, wherein:
  16.  前記処理手段は、音声、ランプの点灯パターン、表示のいずれか1つ以上を用いて、不備が検知された作業に係る情報を報知することを特徴とする請求項1乃至15の何れか1項に記載の情報処理装置。 The information processing apparatus according to any one of claims 1 to 15, wherein the processing means uses one or more of a voice, a lighting pattern of a lamp, and a display to notify information related to an operation for which a defect is detected. The information processing apparatus according to claim 1.
  17.  前記処理手段は、前記情報処理装置の動作モードを作業者に報知することを特徴とする請求項1乃至16の何れか1項に記載の情報処理装置。 The information processing apparatus according to any one of claims 1 to 16, wherein the processing means notifies an operator of an operation mode of the information processing apparatus.
  18.  情報処理装置が行う情報処理方法であって、
     前記情報処理装置の処理手段が、作業シーケンスに含まれる一連の作業を順次実施している作業者の撮影映像から作業の不備を検知する検知処理を実行する処理工程を備え、
     前記処理工程では、
     前記検知処理により前記撮影映像から作業の不備を検知すると、前記作業者からの指示を検知するまで前記検知処理を中断し、該中断後に該指示を検知すると、前記検知処理の再開後に前記検知処理の対象となる対象作業を、実施済みの作業の続きから対象作業にするか若しくは該不備が検知された作業に関連する作業から対象作業にするか、該不備が検知された作業に基づいて特定し、該対象作業に対する前記検知処理を再開することを特徴とする情報処理方法。
    An information processing method performed by the information processing apparatus;
    The processing means of the information processing apparatus comprises a processing step of executing a detection processing of detecting a defect in work from a photographed image of a worker who is sequentially performing a series of work included in a work sequence;
    In the processing step,
    The detection processing is interrupted until detection of an instruction from the worker is detected when a defect in work is detected from the photographed video by the detection processing, and when the instruction is detected after the interruption, the detection processing is resumed after the detection processing is resumed. Target work to be the target of the work from the continuation of the performed work to the target work or from the work related to the work for which the deficiency is detected, or specified based on the work for which the deficiency is detected And resuming the detection process for the target work.
  19.  コンピュータを、請求項1乃至17の何れか1項に記載の処理手段として機能させるためのコンピュータプログラム。 A computer program for causing a computer to function as the processing means according to any one of claims 1 to 17.
PCT/JP2018/036361 2017-11-01 2018-09-28 Information processing device and information processing method WO2019087638A1 (en)

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