US20140112554A1 - User recognition and confirmation device and method, and central control system for vehicles using the same - Google Patents

User recognition and confirmation device and method, and central control system for vehicles using the same Download PDF

Info

Publication number
US20140112554A1
US20140112554A1 US14/047,682 US201314047682A US2014112554A1 US 20140112554 A1 US20140112554 A1 US 20140112554A1 US 201314047682 A US201314047682 A US 201314047682A US 2014112554 A1 US2014112554 A1 US 2014112554A1
Authority
US
United States
Prior art keywords
user
image frame
recognition
expression
unit
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Abandoned
Application number
US14/047,682
Inventor
Liang-Chi Chiu
Yu-Han Chen
Ming-Tsan Kao
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Pixart Imaging Inc
Original Assignee
Pixart Imaging Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Pixart Imaging Inc filed Critical Pixart Imaging Inc
Assigned to PIXART IMAGING INC. reassignment PIXART IMAGING INC. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: CHEN, YU-HAN, CHIU, LIANG-CHI, KAO, MING-TSAN
Publication of US20140112554A1 publication Critical patent/US20140112554A1/en
Priority to US16/252,769 priority Critical patent/US11222197B2/en
Priority to US17/534,870 priority patent/US11847857B2/en
Priority to US18/386,603 priority patent/US20240071136A1/en
Abandoned legal-status Critical Current

Links

Images

Classifications

    • G06K9/00302
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R25/00Fittings or systems for preventing or indicating unauthorised use or theft of vehicles
    • B60R25/20Means to switch the anti-theft system on or off
    • B60R25/25Means to switch the anti-theft system on or off using biometry
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/59Context or environment of the image inside of a vehicle, e.g. relating to seat occupancy, driver state or inner lighting conditions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/174Facial expression recognition
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/10Recognition assisted with metadata

Definitions

  • This disclosure generally relates to an interactive system and, more particularly, to a user recognition and confirmation device and method, and a central control system for vehicles using the same.
  • biological information includes the information of, for example, face, voice print, finger print and pupil, wherein in the face recognition as a user does not need to take any corresponding action, it is the most convenient technology for operation.
  • World Patent No. WO2011/121688 discloses a face recognition device which includes an image capture unit, a region detection unit, a feature value extraction unit, a distance estimation unit and a feature value update unit.
  • the region detection unit is for detecting a predetermined region in the image captured by the image capture unit.
  • the feature value extraction unit is for extracting a feature value of the predetermined region.
  • the distance estimation unit is for estimating a distance between the image capture unit and the predetermined region.
  • the feature value update unit is for updating the feature value according to the distance. As a result, it is able to realize high recognition accuracy.
  • the expression recognition technology is a new technology in development that is able to detect different facial expressions in different moods, such as anger, terror, dislike, happiness, expressionless, sadness, surprise and so on.
  • U.S. Patent Pub. No. 2012169895 discloses a method and apparatus for capturing facial expressions that employ a recognizer implemented by using a Hierarchical Temporal Memory (MTM) recognizer. The method recognizes a target image so as to obtain an expression status and can be applied to the image capturing devices such as a digital camera, Web Cam, IP Cam or Monitor camera.
  • MTM Hierarchical Temporal Memory
  • the present disclosure provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may recognize a user ID at first by using a face recognition unit and then confirm the accuracy of the user ID through an expression recognition unit. In this manner, the user may accomplish the recognition and the confirmation procedures without using body motion.
  • the present disclosure provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may recognize the user ID using face recognition technology and confirm the user ID using expression recognition technology.
  • the present disclosure further provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may be applied to automatic settings of various electronic devices for vehicles.
  • the present disclosure provides a user recognition and confirmation device including an image sensing unit, a face recognition unit, a display unit and an expression recognition unit.
  • the image sensing unit is configured to capture a first image frame and a second image frame.
  • the face recognition unit is configured to recognize a user ID according to the first image frame.
  • the display unit is configured to show ID information of the user ID.
  • the expression recognition unit is configured to confirm a user expression according to the second image frame and output a confirm signal.
  • the present disclosure further provides a central control system for vehicles including an image sensing unit, a face recognition unit, a display unit, an expression recognition unit and a control unit.
  • the image sensing unit is configured to capture a first image frame and a second image frame.
  • the face recognition unit is configured to recognize a user ID according to the first image frame.
  • the display unit is configured to show ID information of the user ID.
  • the expression recognition unit is configured to confirm a user expression according to the second image frame and output a confirm signal.
  • the control unit is configured to read a driver setting associated with the user ID according to the confirm signal.
  • the present disclosure further provides a user recognition and confirmation method including the steps of: capturing a first image frame with an image sensing unit; recognizing a user ID according to the first image frame; showing ID information of the user ID with a display unit; capturing a second image frame with the image sensing unit; confirming a user expression according to the second image frame and generating a confirm signal; and controlling at least one electronic device according to the confirm signal.
  • the face recognition unit may be further configured to identify whether there is a user existing in the first image frame and/or identify a user to be recognized within a plurality of users in the first image frame.
  • the user recognition and confirmation device further includes a storage unit configured to save ID information of at least one user, expression data associated with the user expression and setting information.
  • the display unit may show the ID information via screen and/or sound.
  • the user recognition and confirmation method further includes the steps of: capturing a third image frame with the image sensing unit; confirming a user expression according to the third image frame and generating a saving signal; and updating setting information of the at least one electronic device according to the saving signal.
  • the user ID may be automatically confirmed through a user expression not through body motion of the user.
  • the updating may also be implemented through the expression recognition.
  • FIG. 1 shows a schematic block diagram of the user recognition and confirmation device according to an embodiment of the present disclosure.
  • FIG. 2 shows a schematic diagram of the ID information shown by the display unit of the user recognition and confirmation device according to the embodiment of the present disclosure.
  • FIG. 3 shows a schematic diagram of the central control system for vehicles to which the user recognition and confirmation device according to the embodiment of the present disclosure applies.
  • FIG. 4 shows a flow chart of the user recognition and confirmation method according to an embodiment of the present disclosure.
  • FIGS. 4A to 4B respectively show another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure.
  • FIG. 5 shows a schematic block diagram of the user recognition and confirmation device according to another embodiment of the present disclosure.
  • the user recognition and confirmation device 1 includes an image sensing unit 11 , a face recognition unit 12 , a storage unit 13 , a display unit 14 , an expression recognition unit 15 , a control unit 16 and an electronic device 17 .
  • the face recognition unit 12 , the expression recognition unit 15 and the control unit 16 may be implemented by processors capable of processing digital data such as a digital signal processor (DSP), and the face recognition algorithm and expression recognition algorithm may be previously built in the digital signal processor.
  • DSP digital signal processor
  • the user recognition and confirmation device 1 is configured to recognize a user ID at first and then confirm whether the user ID is correct or not according to a user expression so as to accordingly control at least one electronic device 17 .
  • the user recognition and confirmation device 1 may be applied to a central control system for vehicles so as to perform corresponding driver settings according to the use habit of every driver, wherein the driver settings may include a seat position, a mirror angle, an air conditioner temperature, an audio setting, a steering wheel height, a light setting and a GPS (global positioning system) setting, but not limited to.
  • the user recognition and confirmation device 1 according to the embodiment of the present disclosure in not limited to be applied to the central control system for vehicles. It may be applied to any human-machine interface system that may perform the confirmation of the recognized user ID according to the facial expression of the user.
  • the image sensing unit 11 may be a CCD image sensor, a CMOS image senor or the like.
  • the image sensing unit 11 is configured to capture a first image frame F 1 and a second image frame F 2 , wherein the image sensing unit 11 may capture images at a fixed capturing frequency. For example in FIG. 1 , the image sensing unit 11 captures images of a user 8 with a field of view (FOV).
  • FOV field of view
  • the face recognition unit 12 is configured to recognize a user ID according to the first image frame F 1 , wherein after the face feature(s) is calculated using algorithm, the face recognition unit 12 searches the corresponding user ID in the storage unit 13 and transmits the searched user ID to the display unit 14 for displaying. It is appreciated that the face recognition unit 12 may start to recognize the user ID only when the first image frame F 1 includes a face image.
  • the display unit 14 may be, for example, a liquid crystal display and has a display screen 141 and/or a speaker 142 as shown in FIG. 2 for showing ID information of the user ID.
  • the display unit 14 may also be other types of display. In this manner, the display unit 14 may show the ID information via screen and/or sound, wherein the screen may show the user's picture, drawing or words without any limitation.
  • the expression recognition unit 15 is configured to confirm a user expression according to the second image frame F 2 and output a confirm signal Sc, wherein after the expression feature(s) is calculated using algorithm, the expression recognition unit 15 searches the expression data associated with the user expression in the storage unit 13 for comparison.
  • the storage unit 13 may previously save ID information of at least one user and the expression data associated with the user expression.
  • said user expression is preferably a happiness expression, but not limited to.
  • the user expression may be set according to different users, e.g. anger, terror, dislike, surprise, sadness or expressionless.
  • the control unit 16 may control a setting of at least one electronic device 17 according to the confirm signal Sc, wherein the setting is associated with the user ID and may be set by the related user himself or herself.
  • the setting may be the operational setting of the electronic device 17 , e.g. operational strength, operational interval and/or operational directivity, and previously saved in the storage unit 13 , wherein the setting may be different according to different electronic devices 17 .
  • the image sensing unit 11 may capture the second image frame F 2 after the display unit 14 has shown the ID information.
  • the present disclosure is not limited that the image sensing unit 11 stops its operation in a time interval after the image sensing unit 11 capturing the first image frame F 1 and before the display unit 14 showing the ID information. According to different applications the image sensing unit 11 may continuously operate or be disabled after the first image frame F 1 is captured till the expression recognition unit 15 recognizes the user expression.
  • the image sensing unit 11 starts to operate to continuously capture the first image frame F 1 after the starting procedure of the user recognition and confirmation device 1 is accomplished. Therefore, preferably the face recognition unit 12 may be further configured to identify whether there is a user 8 existing in the first image frame F 1 . When there is no user image in the first image frame F 1 , a new first image frame F 1 is captured. When there is a user image existing in the first image frame F 1 , the face recognition unit 12 starts to recognize a user ID according to the first image frame F 1 .
  • the face recognition unit 12 may be further configured to identify a user to be recognized within a plurality of users in the first image frame F 1 . For example, when a plurality of user images are existing in the first image frame F 1 simultaneously, the face recognition unit 12 may select a closest user as the user to be recognized, wherein said closest may be identified according to the size, contrast and clearness of the user image. In addition, the user to be recognized may also be identified according to other ways, e.g. the position of the user image. After the user to be recognized is identified, the face recognition unit 12 starts to perform the user ID recognition. In addition, the user recognition unit 12 may also perform the user ID recognition on all of the plurality of users and show the recognized results on the display unit 14 simultaneously. Then, the user 8 may confirm the ID information of a user to be recognized via the expression recognition unit 15 .
  • the image sensing unit 11 is preferably disposed opposite to a driver seat.
  • the image sensing unit 11 may be disposed on a rear view mirror 91 or on a central control panel 92 , but not limited to. It may also be disposed at any suitable position as long as the driver's face image can be captured.
  • a central control system for vehicles employing the user recognition and confirmation device 1 of the present disclosure includes the image sensing unit 11 , the face recognition unit 12 , the storage unit 13 , the display unit 14 , the expression recognition unit 15 and the control unit 16 .
  • the image sensing unit 11 is configured to capture the first image frame F 1 and the second image frame F 2 .
  • the face recognition unit 12 is configured to recognize a user ID according to the first image frame F 1 .
  • the display unit 14 is configured to show ID information of the user ID.
  • the expression recognition unit 15 is configured to confirm a user expression according to the second image frame F 2 and output a confirm signal Sc.
  • the control unit 16 is configured to read the driver setting associated with the user ID according to the confirm signal Sc.
  • the setting is related to the driver setting, e.g. the setting(s) of the electronic device including at least one of a seat, a mirror, an air conditioner, an audio equipment, a steering wheel, a light and a GPS system
  • the storage unit 13 at least saves the ID information of at least one user, the expression data associated with the user expression and the driver setting(s) associated with different electronic devices for vehicles.
  • the user recognition and confirmation device 1 of the present disclosure may also be able to update the setting information of at least one electronic device according to the user expression.
  • a central control system for vehicles is still used as an example herein, for example the image sensing unit 11 may capture a third image frame and the expression recognition unit 15 may confirm a user expression according to the third image frame and generate a saving signal to the control unit 16 .
  • the control unit 16 then saves the current setting information of the at least one electronic device into the storage unit 13 according to the saving signal so as to update the setting information, e.g. updating at least one of a seat position, a mirror angle, an air conditioner temperature, an audio setting, a steering wheel height, a light setting and a GPS setting.
  • the step of updating the setting information may be performed when a data update mode is entered, and the data update mode may be entered according to an instruction from the user or directly entered after the expression recognition unit 15 finishes the confirmation of the ID information without any limitation.
  • FIG. 4 it shows a flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure, which includes the steps of: capturing a first image frame with an image sensing unit (Step S 21 ); recognizing a user ID according to the first image frame (Step S 22 ); showing ID information of the user ID with a display unit (Step S 23 ); capturing a second image frame with the image sensing unit (Step S 24 ); confirming a user expression according to the second image frame and generating a confirm signal (Step S 25 ); controlling at least one electronic device according to the confirm signal (Step S 26 ); capturing a third image frame with the image sensing unit (Step S 27 ); confirming a user expression according to the third image frame and generating a saving signal (Step S 28 ); and updating setting information of the at least one electronic device according to the saving signal (Step S 29 ); wherein when the user recognition and confirmation method of this embodiment is applied to a central control system for vehicles, said electronic device may be
  • FIG. 4A it shows another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure that may be arranged between the Steps S 21 and S 22 of FIG. 4 so as to identify whether there is a user appearing in the first image frame F 1 (Step S 211 ).
  • the process returns to the Step S 21 to capture a new first image frame F 1 .
  • the face recognition unit 12 starts to recognize a user ID according to the first image frame F 1 .
  • FIG. 4B it shows another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure that may be arranged between the Steps S 21 and S 22 of FIG. 4 so as to identify whether there are a plurality of users appearing in the first image frame F 1 (Step S 212 ).
  • Step S 212 the process returns to the Step S 21 to capture a new first image frame F 1 .
  • the face recognition unit 12 identifies a user to be recognized within the plurality of users in the first image frame F 1 at first (Step S 213 ) and then recognizes a user ID of the user to be recognized (Step S 22 ), wherein as mentioned above the user to be recognized may be identified according to a user distance or a user position.
  • FIG. 5 it shows a schematic block diagram of the user recognition and confirmation device according to another embodiment of the present disclosure.
  • the second image frame F 2 is firstly transmitted to the face recognition unit 12 and then transmitted to the expression recognition unit 15 , and other parts are similar to FIG. 1 .
  • the face recognition unit 12 sends the second image frame F 2 to the expression recognition unit 15 .
  • the face recognition unit 12 informs the display unit 14 to show the ID information, the image frame captured by the image sensing unit 11 (i.e.
  • the second image frame F 2 is sent to the expression recognition unit 15 , and the expression recognition may be performed at the same time the display unit 14 is showing the ID information or after the ID information has been shown.
  • the face recognition unit 12 and the expression recognition unit 15 may perform respective recognition operations using the same image frame; i.e. the first image frame F 1 and the second image frame F 2 may be the same image frame.
  • the present disclosure further provides a user recognition and confirmation device ( FIG. 1 ) and a user recognition and confirmation method ( FIG. 4 ) that may confirm whether the user ID is correct or not through the user expression and may be applied to the central control system for vehicles so as to eliminate the inconvenience caused by different driver settings associated with different drivers.

Landscapes

  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Mechanical Engineering (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Collating Specific Patterns (AREA)
  • User Interface Of Digital Computer (AREA)
  • Studio Devices (AREA)
  • Image Analysis (AREA)

Abstract

A user recognition and confirmation device includes an image sensing unit, a face recognition unit, a display unit and an expression recognition unit. The image sensing unit captures a first image frame and a second image frame. The face recognition unit is configured to recognize a user ID according to the first image frame. The display unit is configured to show ID information of the user ID. The expression recognition unit is configured to confirm a user expression according to the second image frame and output a confirm signal. There is further provided a user recognition and confirmation method and a central control system for vehicles.

Description

    CROSS REFERENCE TO RELATED APPLICATION
  • This application claims the priority benefit of Taiwan Patent Application Serial Number 101138995, filed on Oct. 22, 2012, the full disclosure of which is incorporated herein by reference.
  • BACKGROUND
  • 1. Field of the Disclosure
  • This disclosure generally relates to an interactive system and, more particularly, to a user recognition and confirmation device and method, and a central control system for vehicles using the same.
  • 2. Description of the Related Art
  • Presently the biological recognition technology has been widely applied to the ID recognition. Generally biological information includes the information of, for example, face, voice print, finger print and pupil, wherein in the face recognition as a user does not need to take any corresponding action, it is the most convenient technology for operation.
  • For example, World Patent No. WO2011/121688 discloses a face recognition device which includes an image capture unit, a region detection unit, a feature value extraction unit, a distance estimation unit and a feature value update unit. The region detection unit is for detecting a predetermined region in the image captured by the image capture unit. The feature value extraction unit is for extracting a feature value of the predetermined region. The distance estimation unit is for estimating a distance between the image capture unit and the predetermined region. The feature value update unit is for updating the feature value according to the distance. As a result, it is able to realize high recognition accuracy.
  • The expression recognition technology is a new technology in development that is able to detect different facial expressions in different moods, such as anger, terror, dislike, happiness, expressionless, sadness, surprise and so on. For example, U.S. Patent Pub. No. 2012169895 discloses a method and apparatus for capturing facial expressions that employ a recognizer implemented by using a Hierarchical Temporal Memory (MTM) recognizer. The method recognizes a target image so as to obtain an expression status and can be applied to the image capturing devices such as a digital camera, Web Cam, IP Cam or Monitor camera.
  • Accordingly, the present disclosure provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may recognize a user ID at first by using a face recognition unit and then confirm the accuracy of the user ID through an expression recognition unit. In this manner, the user may accomplish the recognition and the confirmation procedures without using body motion.
  • SUMMARY
  • The present disclosure provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may recognize the user ID using face recognition technology and confirm the user ID using expression recognition technology.
  • The present disclosure further provides a user recognition and confirmation device and method, and a central control system for vehicles using the same that may be applied to automatic settings of various electronic devices for vehicles.
  • The present disclosure provides a user recognition and confirmation device including an image sensing unit, a face recognition unit, a display unit and an expression recognition unit. The image sensing unit is configured to capture a first image frame and a second image frame. The face recognition unit is configured to recognize a user ID according to the first image frame. The display unit is configured to show ID information of the user ID. The expression recognition unit is configured to confirm a user expression according to the second image frame and output a confirm signal.
  • The present disclosure further provides a central control system for vehicles including an image sensing unit, a face recognition unit, a display unit, an expression recognition unit and a control unit. The image sensing unit is configured to capture a first image frame and a second image frame. The face recognition unit is configured to recognize a user ID according to the first image frame. The display unit is configured to show ID information of the user ID. The expression recognition unit is configured to confirm a user expression according to the second image frame and output a confirm signal. The control unit is configured to read a driver setting associated with the user ID according to the confirm signal.
  • The present disclosure further provides a user recognition and confirmation method including the steps of: capturing a first image frame with an image sensing unit; recognizing a user ID according to the first image frame; showing ID information of the user ID with a display unit; capturing a second image frame with the image sensing unit; confirming a user expression according to the second image frame and generating a confirm signal; and controlling at least one electronic device according to the confirm signal.
  • In one aspect, the face recognition unit may be further configured to identify whether there is a user existing in the first image frame and/or identify a user to be recognized within a plurality of users in the first image frame.
  • In one aspect, the user recognition and confirmation device further includes a storage unit configured to save ID information of at least one user, expression data associated with the user expression and setting information.
  • In one aspect, the display unit may show the ID information via screen and/or sound.
  • In one aspect, the user recognition and confirmation method further includes the steps of: capturing a third image frame with the image sensing unit; confirming a user expression according to the third image frame and generating a saving signal; and updating setting information of the at least one electronic device according to the saving signal.
  • In the user recognition and confirmation device and method, and the central control system for vehicles of the present disclosure, the user ID may be automatically confirmed through a user expression not through body motion of the user. In addition, when the user desires to update the setting information, the updating may also be implemented through the expression recognition.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • Other objects, advantages, and novel features of the present disclosure will become more apparent from the following detailed description when taken in conjunction with the accompanying drawings.
  • FIG. 1 shows a schematic block diagram of the user recognition and confirmation device according to an embodiment of the present disclosure.
  • FIG. 2 shows a schematic diagram of the ID information shown by the display unit of the user recognition and confirmation device according to the embodiment of the present disclosure.
  • FIG. 3 shows a schematic diagram of the central control system for vehicles to which the user recognition and confirmation device according to the embodiment of the present disclosure applies.
  • FIG. 4 shows a flow chart of the user recognition and confirmation method according to an embodiment of the present disclosure.
  • FIGS. 4A to 4B respectively show another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure.
  • FIG. 5 shows a schematic block diagram of the user recognition and confirmation device according to another embodiment of the present disclosure.
  • DETAILED DESCRIPTION OF THE EMBODIMENT
  • It should be noted that, wherever possible, the same reference numbers will be used throughout the drawings to refer to the same or like parts.
  • Referring to FIG. 1, it shows a schematic block diagram of the user recognition and confirmation device according to an embodiment of the present disclosure. The user recognition and confirmation device 1 includes an image sensing unit 11, a face recognition unit 12, a storage unit 13, a display unit 14, an expression recognition unit 15, a control unit 16 and an electronic device 17. In this embodiment, the face recognition unit 12, the expression recognition unit 15 and the control unit 16 may be implemented by processors capable of processing digital data such as a digital signal processor (DSP), and the face recognition algorithm and expression recognition algorithm may be previously built in the digital signal processor.
  • The user recognition and confirmation device 1 according to the embodiment of the present disclosure is configured to recognize a user ID at first and then confirm whether the user ID is correct or not according to a user expression so as to accordingly control at least one electronic device 17. In one embodiment, the user recognition and confirmation device 1 may be applied to a central control system for vehicles so as to perform corresponding driver settings according to the use habit of every driver, wherein the driver settings may include a seat position, a mirror angle, an air conditioner temperature, an audio setting, a steering wheel height, a light setting and a GPS (global positioning system) setting, but not limited to. However, the user recognition and confirmation device 1 according to the embodiment of the present disclosure in not limited to be applied to the central control system for vehicles. It may be applied to any human-machine interface system that may perform the confirmation of the recognized user ID according to the facial expression of the user.
  • The image sensing unit 11 may be a CCD image sensor, a CMOS image senor or the like. The image sensing unit 11 is configured to capture a first image frame F1 and a second image frame F2, wherein the image sensing unit 11 may capture images at a fixed capturing frequency. For example in FIG. 1, the image sensing unit 11 captures images of a user 8 with a field of view (FOV).
  • The face recognition unit 12 is configured to recognize a user ID according to the first image frame F1, wherein after the face feature(s) is calculated using algorithm, the face recognition unit 12 searches the corresponding user ID in the storage unit 13 and transmits the searched user ID to the display unit 14 for displaying. It is appreciated that the face recognition unit 12 may start to recognize the user ID only when the first image frame F1 includes a face image.
  • The display unit 14 may be, for example, a liquid crystal display and has a display screen 141 and/or a speaker 142 as shown in FIG. 2 for showing ID information of the user ID. The display unit 14 may also be other types of display. In this manner, the display unit 14 may show the ID information via screen and/or sound, wherein the screen may show the user's picture, drawing or words without any limitation.
  • The expression recognition unit 15 is configured to confirm a user expression according to the second image frame F2 and output a confirm signal Sc, wherein after the expression feature(s) is calculated using algorithm, the expression recognition unit 15 searches the expression data associated with the user expression in the storage unit 13 for comparison. In other words, the storage unit 13 may previously save ID information of at least one user and the expression data associated with the user expression. In the embodiment of the present disclosure, said user expression is preferably a happiness expression, but not limited to. The user expression may be set according to different users, e.g. anger, terror, dislike, surprise, sadness or expressionless.
  • The control unit 16 may control a setting of at least one electronic device 17 according to the confirm signal Sc, wherein the setting is associated with the user ID and may be set by the related user himself or herself. The setting may be the operational setting of the electronic device 17, e.g. operational strength, operational interval and/or operational directivity, and previously saved in the storage unit 13, wherein the setting may be different according to different electronic devices 17.
  • As mentioned above, as the second image frame F2 is for the confirmation of a user ID of the user 8, the image sensing unit 11 may capture the second image frame F2 after the display unit 14 has shown the ID information. However, the present disclosure is not limited that the image sensing unit 11 stops its operation in a time interval after the image sensing unit 11 capturing the first image frame F1 and before the display unit 14 showing the ID information. According to different applications the image sensing unit 11 may continuously operate or be disabled after the first image frame F1 is captured till the expression recognition unit 15 recognizes the user expression.
  • In one embodiment, the image sensing unit 11 starts to operate to continuously capture the first image frame F1 after the starting procedure of the user recognition and confirmation device 1 is accomplished. Therefore, preferably the face recognition unit 12 may be further configured to identify whether there is a user 8 existing in the first image frame F1. When there is no user image in the first image frame F1, a new first image frame F1 is captured. When there is a user image existing in the first image frame F1, the face recognition unit 12 starts to recognize a user ID according to the first image frame F1.
  • In one embodiment, the face recognition unit 12 may be further configured to identify a user to be recognized within a plurality of users in the first image frame F1. For example, when a plurality of user images are existing in the first image frame F1 simultaneously, the face recognition unit 12 may select a closest user as the user to be recognized, wherein said closest may be identified according to the size, contrast and clearness of the user image. In addition, the user to be recognized may also be identified according to other ways, e.g. the position of the user image. After the user to be recognized is identified, the face recognition unit 12 starts to perform the user ID recognition. In addition, the user recognition unit 12 may also perform the user ID recognition on all of the plurality of users and show the recognized results on the display unit 14 simultaneously. Then, the user 8 may confirm the ID information of a user to be recognized via the expression recognition unit 15.
  • For example, when the user recognition and confirmation device 1 is applied to a central control system for vehicles as shown in FIG. 3, the image sensing unit 11 is preferably disposed opposite to a driver seat. For example, the image sensing unit 11 may be disposed on a rear view mirror 91 or on a central control panel 92, but not limited to. It may also be disposed at any suitable position as long as the driver's face image can be captured.
  • Referring to FIGS. 1 and 3, a central control system for vehicles employing the user recognition and confirmation device 1 of the present disclosure includes the image sensing unit 11, the face recognition unit 12, the storage unit 13, the display unit 14, the expression recognition unit 15 and the control unit 16. The image sensing unit 11 is configured to capture the first image frame F1 and the second image frame F2. The face recognition unit 12 is configured to recognize a user ID according to the first image frame F1. The display unit 14 is configured to show ID information of the user ID. The expression recognition unit 15 is configured to confirm a user expression according to the second image frame F2 and output a confirm signal Sc. The control unit 16 is configured to read the driver setting associated with the user ID according to the confirm signal Sc. In this embodiment, in addition to that the setting is related to the driver setting, e.g. the setting(s) of the electronic device including at least one of a seat, a mirror, an air conditioner, an audio equipment, a steering wheel, a light and a GPS system, other operations are similar to those of FIG. 1 and corresponding descriptions, and thus details thereof are not repeated herein. Therefore, in this embodiment the storage unit 13 at least saves the ID information of at least one user, the expression data associated with the user expression and the driver setting(s) associated with different electronic devices for vehicles.
  • In addition, the user recognition and confirmation device 1 of the present disclosure may also be able to update the setting information of at least one electronic device according to the user expression. A central control system for vehicles is still used as an example herein, for example the image sensing unit 11 may capture a third image frame and the expression recognition unit 15 may confirm a user expression according to the third image frame and generate a saving signal to the control unit 16. The control unit 16 then saves the current setting information of the at least one electronic device into the storage unit 13 according to the saving signal so as to update the setting information, e.g. updating at least one of a seat position, a mirror angle, an air conditioner temperature, an audio setting, a steering wheel height, a light setting and a GPS setting. It is appreciated that the step of updating the setting information may be performed when a data update mode is entered, and the data update mode may be entered according to an instruction from the user or directly entered after the expression recognition unit 15 finishes the confirmation of the ID information without any limitation.
  • Referring to FIG. 4, it shows a flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure, which includes the steps of: capturing a first image frame with an image sensing unit (Step S21); recognizing a user ID according to the first image frame (Step S22); showing ID information of the user ID with a display unit (Step S23); capturing a second image frame with the image sensing unit (Step S24); confirming a user expression according to the second image frame and generating a confirm signal (Step S25); controlling at least one electronic device according to the confirm signal (Step S26); capturing a third image frame with the image sensing unit (Step S27); confirming a user expression according to the third image frame and generating a saving signal (Step S28); and updating setting information of the at least one electronic device according to the saving signal (Step S29); wherein when the user recognition and confirmation method of this embodiment is applied to a central control system for vehicles, said electronic device may be at least one of a seat, a mirror, an air conditioner, an audio equipment, a steering wheel, a light and a GPS system, but not limited to. Details of every step of this embodiment have been described in FIGS. 1 and 3 and corresponding descriptions and thus they are not repeated herein. FIG. 4 describes an embodiment of the performing sequence of every step.
  • Referring to FIG. 4A, it shows another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure that may be arranged between the Steps S21 and S22 of FIG. 4 so as to identify whether there is a user appearing in the first image frame F1 (Step S211). When there is no user appearing in the first image frame F1, the process returns to the Step S21 to capture a new first image frame F1. When there is a user appearing in the first image frame F1, the face recognition unit 12 starts to recognize a user ID according to the first image frame F1.
  • Referring to FIG. 4B, it shows another flow chart of the user recognition and confirmation method according to the embodiment of the present disclosure that may be arranged between the Steps S21 and S22 of FIG. 4 so as to identify whether there are a plurality of users appearing in the first image frame F1 (Step S212). When there is no user appearing in the first image frame F1, the process returns to the Step S21 to capture a new first image frame F1. When there are a plurality of users appearing in the first image frame F1, the face recognition unit 12 identifies a user to be recognized within the plurality of users in the first image frame F1 at first (Step S213) and then recognizes a user ID of the user to be recognized (Step S22), wherein as mentioned above the user to be recognized may be identified according to a user distance or a user position.
  • Referring to FIG. 5, it shows a schematic block diagram of the user recognition and confirmation device according to another embodiment of the present disclosure. The difference between FIG. 5 and FIG. 1 is that in FIG. 5 the second image frame F2 is firstly transmitted to the face recognition unit 12 and then transmitted to the expression recognition unit 15, and other parts are similar to FIG. 1. For example in one embodiment, after the display unit 14 has shown the ID information, the face recognition unit 12 sends the second image frame F2 to the expression recognition unit 15. In another embodiment, when the face recognition unit 12 informs the display unit 14 to show the ID information, the image frame captured by the image sensing unit 11 (i.e. the second image frame F2) is sent to the expression recognition unit 15, and the expression recognition may be performed at the same time the display unit 14 is showing the ID information or after the ID information has been shown. In another embodiment, the face recognition unit 12 and the expression recognition unit 15 may perform respective recognition operations using the same image frame; i.e. the first image frame F1 and the second image frame F2 may be the same image frame.
  • As mentioned above, the conventional face recognition technology and the expression recognition technology use different algorithms and have different applications. Therefore, the present disclosure further provides a user recognition and confirmation device (FIG. 1) and a user recognition and confirmation method (FIG. 4) that may confirm whether the user ID is correct or not through the user expression and may be applied to the central control system for vehicles so as to eliminate the inconvenience caused by different driver settings associated with different drivers.
  • Although the disclosure has been explained in relation to its preferred embodiment, it is not used to limit the disclosure. It is to be understood that many other possible modifications and variations can be made by those skilled in the art without departing from the spirit and scope of the disclosure as hereinafter claimed.

Claims (20)

What is claimed is:
1. A user recognition and confirmation device, comprising:
an image sensing unit configured to capture a first image frame and a second image frame;
a face recognition unit configured to recognize a user ID according to the first image frame;
a display unit configured to show ID information of the user ID; and
an expression recognition unit configured to confirm a user expression according to the second image frame and output a confirm signal.
2. The user recognition and confirmation device as claimed in claim 1, further comprising a storage unit configured to save ID information of at least one user and expression data associated with the user expression.
3. The user recognition and confirmation device as claimed in claim 1, further comprising a control unit configured to control a setting of at least one electronic device according to the confirm signal.
4. The user recognition and confirmation device as claimed in claim 3, wherein the setting is associated with the user ID.
5. The user recognition and confirmation device as claimed in claim 3, further comprising a storage unit configured to save the setting.
6. The user recognition and confirmation device as claimed in claim 1, wherein the image sensing unit captures the second image frame after the display unit shows the ID information.
7. The user recognition and confirmation device as claimed in claim 1, wherein the face recognition unit is further configured to identify whether there is a user existing in the first image frame.
8. The user recognition and confirmation device as claimed in claim 1, wherein the face recognition unit is further configured to identify a user to be recognized within a plurality of users in the first image frame.
9. A central control system for vehicles, comprising:
an image sensing unit configured to capture a first image frame and a second image frame;
a face recognition unit configured to recognize a user ID according to the first image frame;
a display unit configured to show ID information of the user ID;
an expression recognition unit configured to confirm a user expression according to the second image frame and output a confirm signal; and
a control unit configured to read a driver setting associated with the user ID according to the confirm signal.
10. The central control system as claimed in claim 9, wherein the image sensing unit is disposed opposite to a driver seat.
11. The central control system as claimed in claim 9, wherein the driver setting comprises at least one of a seat position, a mirror angle, an air conditioner temperature, an audio setting, a steering wheel height, a light setting and a GPS setting.
12. The central control system as claimed in claim 9, further comprising a storage unit configured to save ID information of at least one user, expression data associated with the user expression and the driver setting.
13. The central control system as claimed in claim 9, wherein the image sensing unit captures the second image frame after the display unit shows the ID information.
14. The central control system as claimed in claim 9, wherein the face recognition unit is further configured to identify whether there is a user existing in the first image frame.
15. The central control system as claimed in claim 9, wherein the face recognition unit is further configured to identify a user to be recognized within a plurality of users in the first image frame.
16. The central control system as claimed in claim 9, wherein the display unit shows the ID information through at least one of a screen and a sound.
17. A user recognition and confirmation method, comprising:
capturing a first image frame with an image sensing unit;
recognizing a user ID according to the first image frame;
showing ID information of the user ID with a display unit;
capturing a second image frame with the image sensing unit;
confirming a user expression according to the second image frame and generating a confirm signal; and
controlling at least one electronic device according to the confirm signal.
18. The user recognition and confirmation method as claimed in claim 17, wherein the electronic device comprises at least one of a seat, a mirror, an air conditioner, an audio equipment, a steering wheel, a light and a GPS system.
19. The user recognition and confirmation method as claimed in claim 17, further comprising at least one of:
identifying whether there is a user in the first image frame; and
identifying a user to be recognized within a plurality of users in the first image frame.
20. The user recognition and confirmation method as claimed in claim 17, further comprising:
capturing a third image frame with the image sensing unit;
confirming a user expression according to the third image frame and generating a saving signal; and
updating setting information of the at least one electronic device according to the saving signal.
US14/047,682 2012-10-22 2013-10-07 User recognition and confirmation device and method, and central control system for vehicles using the same Abandoned US20140112554A1 (en)

Priority Applications (3)

Application Number Priority Date Filing Date Title
US16/252,769 US11222197B2 (en) 2012-10-22 2019-01-21 User recognition and confirmation method
US17/534,870 US11847857B2 (en) 2012-10-22 2021-11-24 Vehicle device setting method
US18/386,603 US20240071136A1 (en) 2012-10-22 2023-11-03 Vehicle device setting method

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
TW101138995 2012-10-22
TW101138995A TWI490792B (en) 2012-10-22 2012-10-22 User recognition and confirmation device and method, and central control system for vehicles using the same

Related Child Applications (1)

Application Number Title Priority Date Filing Date
US16/252,769 Division US11222197B2 (en) 2012-10-22 2019-01-21 User recognition and confirmation method

Publications (1)

Publication Number Publication Date
US20140112554A1 true US20140112554A1 (en) 2014-04-24

Family

ID=50485378

Family Applications (4)

Application Number Title Priority Date Filing Date
US14/047,682 Abandoned US20140112554A1 (en) 2012-10-22 2013-10-07 User recognition and confirmation device and method, and central control system for vehicles using the same
US16/252,769 Active 2033-11-30 US11222197B2 (en) 2012-10-22 2019-01-21 User recognition and confirmation method
US17/534,870 Active 2034-03-18 US11847857B2 (en) 2012-10-22 2021-11-24 Vehicle device setting method
US18/386,603 Pending US20240071136A1 (en) 2012-10-22 2023-11-03 Vehicle device setting method

Family Applications After (3)

Application Number Title Priority Date Filing Date
US16/252,769 Active 2033-11-30 US11222197B2 (en) 2012-10-22 2019-01-21 User recognition and confirmation method
US17/534,870 Active 2034-03-18 US11847857B2 (en) 2012-10-22 2021-11-24 Vehicle device setting method
US18/386,603 Pending US20240071136A1 (en) 2012-10-22 2023-11-03 Vehicle device setting method

Country Status (2)

Country Link
US (4) US20140112554A1 (en)
TW (1) TWI490792B (en)

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9428055B2 (en) * 2014-05-08 2016-08-30 Hyundai Motor Company Vehicle, terminal communicating with the vehicle, and method of controlling the vehicle
CN106407957A (en) * 2016-11-04 2017-02-15 四川诚品电子商务有限公司 Courthouse image acquisition alarm apparatus
US20170177935A1 (en) * 2015-12-22 2017-06-22 Gentex Corporation Mirror assembly incorporating a scanning apparatus
US20180099612A1 (en) * 2016-10-06 2018-04-12 Gentex Corporation Rearview assembly with occupant detection
CN108734152A (en) * 2018-06-28 2018-11-02 北京云识图信息技术有限公司 Personnel's basic information integral collecting device
US10192110B2 (en) 2014-07-09 2019-01-29 Pixart Imaging Inc. Vehicle safety system and operating method thereof
CN109398310A (en) * 2018-09-26 2019-03-01 深圳万智联合科技有限公司 A kind of pilotless automobile
US20190176837A1 (en) * 2017-12-08 2019-06-13 Tesla, Inc. Personalization system and method for a vehicle based on spatial locations of occupants' body portions
GB2572317A (en) * 2018-03-06 2019-10-02 Skoogmusic Ltd Control apparatus and method

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI647728B (en) * 2017-04-07 2019-01-11 致伸科技股份有限公司 Vehicle control device and method thereof
US10867161B2 (en) * 2017-09-06 2020-12-15 Pixart Imaging Inc. Auxiliary filtering device for face recognition and starting method for electronic device
CN110758325A (en) * 2019-10-23 2020-02-07 上海能塔智能科技有限公司 Face authentication method and device for vehicle, storage medium, terminal and automobile
CN112689826B (en) * 2020-04-09 2021-12-17 华为技术有限公司 Method and device for generating instruction unit group
CN112912882A (en) * 2020-07-28 2021-06-04 深圳市大疆创新科技有限公司 Control method and device of terminal equipment and storage medium

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20070061152A1 (en) * 2005-09-15 2007-03-15 Kabushiki Kaisha Toshiba Apparatus and method for translating speech and performing speech synthesis of translation result
US20080029214A1 (en) * 2006-08-04 2008-02-07 Zephyros, Inc. Multiple or single stage cure adhesive material and method of use
US20080112598A1 (en) * 2006-11-14 2008-05-15 Lctank Llc Apparatus and method for indentifying a name coressponding to a face or voice using a database
US20080292146A1 (en) * 1994-05-09 2008-11-27 Automotive Technologies International, Inc. Security System Control for Monitoring Vehicular Compartments
US20100194906A1 (en) * 2009-01-23 2010-08-05 Nikon Corporation Display apparatus and imaging apparatus
US20110317874A1 (en) * 2009-02-19 2011-12-29 Sony Computer Entertainment Inc. Information Processing Device And Information Processing Method
US20120030596A1 (en) * 2009-10-05 2012-02-02 David H Hanes User interface
US20120148117A1 (en) * 2010-12-08 2012-06-14 Hyundai Motor Company System and method for facial identification

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7359529B2 (en) * 2003-03-06 2008-04-15 Samsung Electronics Co., Ltd. Image-detectable monitoring system and method for using the same
KR20050089272A (en) * 2004-03-04 2005-09-08 삼성전자주식회사 Key for vehicle having memory and method for controlling a vehicle using the same
CN101089905A (en) * 2006-06-16 2007-12-19 鸿富锦精密工业(深圳)有限公司 Vehicle safety system
CN102034334B (en) * 2009-09-28 2012-12-19 财团法人车辆研究测试中心 Driver monitoring method and monitoring system thereof
TW201226245A (en) * 2010-12-31 2012-07-01 Altek Corp Vehicle apparatus control system and method thereof
TWI476704B (en) * 2011-03-30 2015-03-11 Pixart Imaging Inc Recognizing devices and methods
CN202320178U (en) * 2011-10-21 2012-07-11 同致电子企业股份有限公司 Vehicle detection warning system

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080292146A1 (en) * 1994-05-09 2008-11-27 Automotive Technologies International, Inc. Security System Control for Monitoring Vehicular Compartments
US20070061152A1 (en) * 2005-09-15 2007-03-15 Kabushiki Kaisha Toshiba Apparatus and method for translating speech and performing speech synthesis of translation result
US20080029214A1 (en) * 2006-08-04 2008-02-07 Zephyros, Inc. Multiple or single stage cure adhesive material and method of use
US20080112598A1 (en) * 2006-11-14 2008-05-15 Lctank Llc Apparatus and method for indentifying a name coressponding to a face or voice using a database
US20100194906A1 (en) * 2009-01-23 2010-08-05 Nikon Corporation Display apparatus and imaging apparatus
US20110317874A1 (en) * 2009-02-19 2011-12-29 Sony Computer Entertainment Inc. Information Processing Device And Information Processing Method
US20120030596A1 (en) * 2009-10-05 2012-02-02 David H Hanes User interface
US20120148117A1 (en) * 2010-12-08 2012-06-14 Hyundai Motor Company System and method for facial identification

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9428055B2 (en) * 2014-05-08 2016-08-30 Hyundai Motor Company Vehicle, terminal communicating with the vehicle, and method of controlling the vehicle
US10192110B2 (en) 2014-07-09 2019-01-29 Pixart Imaging Inc. Vehicle safety system and operating method thereof
US20170177935A1 (en) * 2015-12-22 2017-06-22 Gentex Corporation Mirror assembly incorporating a scanning apparatus
US10769434B2 (en) * 2015-12-22 2020-09-08 Gentex Corporation Mirror assembly incorporating a scanning apparatus
US20180099612A1 (en) * 2016-10-06 2018-04-12 Gentex Corporation Rearview assembly with occupant detection
CN106407957A (en) * 2016-11-04 2017-02-15 四川诚品电子商务有限公司 Courthouse image acquisition alarm apparatus
US20190176837A1 (en) * 2017-12-08 2019-06-13 Tesla, Inc. Personalization system and method for a vehicle based on spatial locations of occupants' body portions
US11465631B2 (en) * 2017-12-08 2022-10-11 Tesla, Inc. Personalization system and method for a vehicle based on spatial locations of occupants' body portions
GB2572317A (en) * 2018-03-06 2019-10-02 Skoogmusic Ltd Control apparatus and method
CN108734152A (en) * 2018-06-28 2018-11-02 北京云识图信息技术有限公司 Personnel's basic information integral collecting device
CN109398310A (en) * 2018-09-26 2019-03-01 深圳万智联合科技有限公司 A kind of pilotless automobile

Also Published As

Publication number Publication date
US20240071136A1 (en) 2024-02-29
TWI490792B (en) 2015-07-01
US20190156111A1 (en) 2019-05-23
TW201416998A (en) 2014-05-01
US20220083765A1 (en) 2022-03-17
US11222197B2 (en) 2022-01-11
US11847857B2 (en) 2023-12-19

Similar Documents

Publication Publication Date Title
US11222197B2 (en) User recognition and confirmation method
JP4633043B2 (en) Image processing device
US7853051B2 (en) Recognizing apparatus and method, recording media, and program
WO2019214201A1 (en) Live body detection method and apparatus, system, electronic device, and storage medium
US20170154221A1 (en) Video categorization method and apparatus, and storage medium
JP5662670B2 (en) Image processing apparatus, image processing method, and program
JP2012123804A (en) System and method for facial identification
KR20150055543A (en) Gesture recognition device and gesture recognition device control method
CN103916592A (en) Apparatus and method for photographing portrait in portable terminal having camera
US20140152549A1 (en) System and method for providing user interface using hand shape trace recognition in vehicle
JP2012226665A (en) Information processing device, processing method thereof, program and imaging apparatus
CN106682736A (en) Image identification method and apparatus
JP2005318546A (en) Image recognition system, image recognition method, and image recognition program
EP3381180B1 (en) Photographing device and method of controlling the same
US20130162792A1 (en) Notifying system and method
CN107832726B (en) User identification and confirmation device and vehicle central control system
JP2008026999A (en) Obstacle detection system and obstacle detection method
CN110246206B (en) Eyebrow penciling assisting method, device and system
CN107548483B (en) Control method, control device, system and motor vehicle comprising such a control device
CN113873165A (en) Photographing method and device and electronic equipment
CN112182256A (en) Object identification method and device and vehicle
CN114071005B (en) Object detection method, electronic device and computer-readable storage medium
US11790692B2 (en) Method for behaviour recognition, electronic equipment, and storage medium
JP2015126369A (en) Imaging apparatus
JP2013007851A (en) Imaging apparatus

Legal Events

Date Code Title Description
AS Assignment

Owner name: PIXART IMAGING INC., JAPAN

Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:CHIU, LIANG-CHI;CHEN, YU-HAN;KAO, MING-TSAN;REEL/FRAME:031357/0536

Effective date: 20120924

STPP Information on status: patent application and granting procedure in general

Free format text: NON FINAL ACTION MAILED

STCB Information on status: application discontinuation

Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION