CN204575547U - Product appearance detection system - Google Patents

Product appearance detection system Download PDF

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Publication number
CN204575547U
CN204575547U CN201520012927.7U CN201520012927U CN204575547U CN 204575547 U CN204575547 U CN 204575547U CN 201520012927 U CN201520012927 U CN 201520012927U CN 204575547 U CN204575547 U CN 204575547U
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module
product
detected
fixed
camera
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CN201520012927.7U
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刘朝朋
姚毅
邹美芳
华旭东
李国军
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Beijing Lingyunguang Technology Group Co ltd
Luster LightTech Co Ltd
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Beijing Luster LightTech Co Ltd
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Abstract

The utility model discloses a kind of product appearance detection system.Described product appearance detection system comprise worktable, bracing frame, be positioned at the space that bracing frame is formed below and be fixed on locating device on the table top of worktable, be fixed on back side pick-up unit on bracing frame and two side pick-up units by the first module.Two side pick-up units are fixed on bracing frame respectively by the second module and the 3rd module, and to lay respectively in device to be detected the outside of arbitrary group of relative two sides; The detector lens of two side pick-up units about product to be detected Central Symmetry and with relative side at a distance of setpoint distance.After receiving the control signal of primary controller, back side pick-up unit moves along setting path on the first module, and two side pick-up units move along setting path respectively on the second module and the 3rd module.The utility model is detected product by optimum path, can significantly improve detection speed and save hardware cost.

Description

Product appearance detection system
Technical field
The utility model relates to Electrooptical devices detection field, is specifically related to a kind of product appearance detection system.
Background technology
In injecting products manufacture process, product surface there will be the defects such as stain, cut, particle.The requirement of the electronic product such as mobile phone, digital camera to outward appearance is high, if surperficial existing defects is unallowed.The testing of current domestic electronic product appearance surfaces mainly detects by artificial naked eyes.Because the characteristic difference of defect is trickle, add material therefor and the restriction of workshop lighting condition, some defect is difficult to be resolved out from background, and workman needs repeatedly to adjust viewing angle and could find, human eye contacts operation for a long time can visual fatigue, is easy to cause flase drop and undetected.
The features such as mechanical vision inspection technology has noncontact, speed is fast, accuracy rate is high and intelligent, are used widely in the industry.Along with the development of Morden Image Processing Technology and machine vision equipment, Machine Vision Detection is applied to the more complicated problem of solution in time widely.Compared with traditional detection method, gather and analysis can be carried out to tiny flaw more easily, detection can be completed more accurately and rapidly.
The front of mobile phone is LCD screen, and other checkout equipments need be used to detect separately.Therefore cell phone appearance detects to be commonly referred to as and carries out quality testing to the surface of four sides in the mobile phone back side and left, right, front and rear.Inventor of the present utility model finds, the existing cell phone appearance detection system based on machine vision, if detect the mobile phone back side and side, four, left, right, front and rear simultaneously, then need to arrange five cameras at correspondence position, there is complicated in mechanical structure, shortcoming that hardware cost is high; If arrange a camera successively to detect five detection faces, then sense cycle is longer.Therefore, for cell phone appearance pick-up unit, save hardware cost, raising detection speed becomes problem demanding prompt solution.
Utility model content
Goal of the invention of the present utility model is the detection method providing a kind of product appearance detection system and use this device, and for the product with four sides in a back side and left, right, front and rear, this device can improve detection speed, save hardware cost.
According to an aspect of the present utility model, embodiment of the present utility model provides a kind of product appearance detection system, comprising:
Worktable;
Bracing frame, is fixed on the table top of described worktable;
Locating device, is positioned at the below in the space that bracing frame is formed and is fixed on the table top of described worktable, for fixing product to be detected;
Back side pick-up unit, is fixed on support frame as described above by the first module, and the detector lens of described back side pick-up unit is just treating the back side of testing product;
Two side pick-up units, are fixed on support frame as described above respectively by the second module and the 3rd module, and to lay respectively in described device to be detected the outside of arbitrary group of relative two sides; The detector lens of two side pick-up units about product to be detected Central Symmetry and with relative side at a distance of setpoint distance;
Primary controller, is electrically connected with described back side pick-up unit and two side pick-up units; After the control signal receiving described primary controller, described back side pick-up unit moves along setting path on the first module, and two side pick-up units move along setting path respectively on the second module and the 3rd module.
Preferably, the center of the optical axis of the detector lens of two side pick-up units and product to be detected in the same horizontal line.
Wherein, described back side pick-up unit comprises first camera, the first light source and supports the first support of first camera, the first light source, the camera lens of first camera just to the back side of described product to be detected, and with the back side of described product to be detected distance setting height; The light beam of the first light source is parallel with the optical axis of first camera camera lens and all vertical with the back side of product to be detected;
Preferably, side pick-up unit comprises the second support of second camera, secondary light source and support second camera, secondary light source; The camera lens of two second cameras about product to be detected Central Symmetry and with relative side at a distance of setpoint distance.
As another preferred version, the second support of side pick-up unit comprises vertical portion and curve part;
Second camera and secondary light source are fixed on described vertical portion, the camera lens of two second cameras about product to be detected Central Symmetry and with relative side at a distance of setpoint distance;
Described curve part is provided with third camera, the 3rd light source and electric rotating machine; Described electric rotating machine for make the optical axis of third camera and the 3rd light source and product side to be detected with between the back side to be connected curved surface vertical all the time.
Preferably, locating device comprises base and the vertical riser be fixed on described base; And,
Jig, is arranged at the top of described riser, comprises multiple points of cards and multiple jig web joint, and the connection of crossing described jig web joint of multiple points of cartoons realizes described jig to the clamping of described product to be detected and unclamp with disassembling.
Further, described locating device also comprises:
Jig automaton, comprises motor, shaft coupling and jig fixed block, and one end of described jig fixed block is connected with described jig web joint, and the other end is connected with described motor by described shaft coupling; By the interlock effect of described shaft coupling, described jig fixed block drives described jig web joint to switch with disassembling in two states in connection.And
Air-suction motor, is arranged at the below of described product to be detected and is connected with described primary controller, for aspirating described product to be detected when described product to be detected is clamped by jig.
Preferably, support frame as described above comprises many highly identical columns and fixed head, and described fixed head is fixed on the top of many root posts.
Preferably, the first module comprises fixed mount and the first guide rail; Described fixed mount is fixed on the bottom surface of described fixed head, and the first guide rail is horizontal or be longitudinally installed on fixed mount;
Second module and the 3rd module include cross slide way and longitudinal leadscrew.The cross slide way of the cross slide way of the second module and longitudinal leadscrew and the 3rd module and longitudinal leadscrew interweave and form " well " font, and are positioned at the periphery of the first module;
First module, the second module and the 3rd module are all fixed on the bottom surface of described fixed head.
From above technical scheme, the surveyed area of product to be detected is divided into three parts by the utility model, and carry out optimum path planning for every part, carry out continuous sweep according to the back side, the path pick-up unit planned and two side pick-up units simultaneously, and the image of acquisition and standard picture are contrasted, and then provide testing result.Therefore, the utility model can significantly improve detection speed and save hardware cost.
Accompanying drawing explanation
In order to be illustrated more clearly in the utility model embodiment or technical scheme of the prior art, be briefly described to the accompanying drawing used required in embodiment below, apparently, accompanying drawing in the following describes is only embodiments more of the present utility model, for those of ordinary skill in the art, under the prerequisite not paying creative work, other accompanying drawing can also be obtained according to these accompanying drawings.
Fig. 1 is the product appearance detection system structural representation according to a preferred embodiment;
Fig. 2 is the structural representation of the locating device according to a preferred embodiment;
Fig. 3 is the structural representation of the first module installation back side pick-up unit according to a preferred embodiment;
Fig. 4 is the structural representation that the second module according to a preferred embodiment and the 3rd module install side pick-up unit;
Fig. 5 shows the process flow diagram that product appearance detection system detects product appearance.
Embodiment
Below in conjunction with the accompanying drawing in the utility model embodiment, carry out clear, complete description to the technical scheme in the utility model embodiment, obviously, described embodiment is only the utility model part embodiment, instead of whole embodiments.Based on the embodiment in the utility model, those of ordinary skill in the art are not making the every other embodiment obtained under creative work prerequisite, all belong to the scope of the utility model protection.
For camera in existing cell phone appearance pick-up unit, too much or very few drawback is set, inventor of the present utility model carries out planning parameters of scanning paths to mobile phone region to be detected, according to the structure of number of passes determination product appearance detection system and the use number of units of camera of planning, every platform camera carries out continuous sweep according to the path of correspondence.Based on the corresponding camera number of units of path configurations optimized, and multiple stage camera works simultaneously, and then can significantly improve detection speed and save hardware cost.
Below in conjunction with specific embodiment, the structure and working principle of product appearance detection system in the utility model is described in detail.
Fig. 1 is the product appearance detection system structural representation according to a preferred embodiment.As shown in Figure 1, product appearance detection system comprises worktable 1, bracing frame 2, locating device 3, back side pick-up unit 4, two side pick-up units 5 and primary controller (not shown).
Bracing frame 2 is fixed on the table top of worktable 1.Preferably, the bracing frame 2 in the present embodiment comprises four root posts 21 and fixed head 22, four root post is square, and fixed head is fixed on the top of four root posts.In the application, the one side towards worktable 1 in definition fixed head is the bottom surface of fixed head, and the one side contrary with bottom surface is defined as the end face of fixed head.It should be noted that, the radical of column selects 4 to be exemplary, is not intended to limit the radical of column.
Locating device 3 is for fixing product to be detected.Preferably, in the center of the locating device 3 in the present embodiment and bracing frame 2, the center of fixed head is on same vertical line, and product to be detected is being fixed on after on locating device 3, and the center of product to be detected and the center of bracing frame 2 top fixing plate are also on same vertical line.
Fig. 2 is the structural representation of the locating device according to a preferred embodiment.As shown in Figure 2, locating device 3 comprises base 30 and the vertical riser 31 be fixed on described base.The top of riser arranges jig 32.Preferably, jig 32 comprises multiple points of cards and the multiple jig web joints 321 for being connected point card 320.Realize two point clampings blocked by the connection of jig web joint and unclamp with disassembling between two points of cards.The connection point being stuck in jig web joint of setting number and the clamping realizing treating testing product when disassembling two states respectively with unclamp.The locating device 3 of this structure realizes jig web joint by manual operation and connects and disassemble.
Further, for making locating device 3 realize the automatic clamping of product to be detected and unclamp, locating device 3 also comprises jig automaton.Jig automaton comprises motor 33, shaft coupling 34 and jig fixed block 35, and one end of jig fixed block is connected with jig web joint, and the other end is connected with motor by shaft coupling.By the interlock effect of shaft coupling, jig fixed block drives jig web joint to switch with disassembling in two states in connection.Motor is electrically connected with primary controller, and primary controller is by driven by motor shaft coupling, and then control locating device 3 is treated the automatic clamping of testing product and automatically unclamps.
Further, locating device 3 also comprises the air-suction motor 36 be electrically connected with primary controller.Air-suction motor is arranged at the below of product to be detected, aspirates for treating testing product when product to be detected is clamped by jig, to enable product to be detected be attached in jig better, thus fixes product to be detected better.
It should be noted that, the structure of the locating device 3 shown in the present embodiment is exemplary, and every structure that product to be detected can be fixed all falls into protection domain of the present utility model.
Back side pick-up unit 4 is fixed on support frame as described above 2 by the first module 6.Particularly, the first module is arranged at the position of fixed head bottom center.Fig. 3 is the structural representation of the first module installation back side pick-up unit according to a preferred embodiment.As shown in Figure 3, the first module 6 comprises fixed mount 60 and the first guide rail 61.Fixed mount 60 is fixed on the bottom surface of fixed head 22, and the first guide rail 61 laterally or is longitudinally installed on fixed mount 60.Back side pick-up unit 4 to be arranged on the first guide rail and to be electrically connected with primary controller, and under the control of primary controller, back side pick-up unit 4 moves along the first guide rail along setting path.In the present embodiment, the setting path of back side pick-up unit 4 is preferably the rectilinear motion in a lateral direction or on longitudinal direction.
Fixed mount in the present embodiment is directly fixed on the bottom surface of fixed head by screw; Also can offer through hole in the center of fixed head, the fixed bar that the through hole that fixed mount passes fixed head is arranged by fixed head end face is fixed.In the application, the mounting means be fixed on fixed head for fixed mount is not specifically limited, and everyly back side pick-up unit 4 all can be fallen into protection domain of the present utility model at the fixed form be fixed on fixed head.
In the application, back side pick-up unit 4 comprises first camera 40, first light source 41 and supports the first support 42 of first camera, the first light source.First camera is positioned at the bottom of the first support.The back side of testing product just treated by the camera lens of first camera, and with the back side of product to be detected distance setting height, within the scope of this setting height, first camera can photograph the picture rich in detail at the product back side to be detected.The light beam of the first light source is parallel with the optical axis of first camera camera lens and all vertical with the back side of product to be detected.
Two side pick-up units 5 are fixed on bracing frame 2 respectively by the second module and the 3rd module.Particularly, the second module and the 3rd module are all fixed on the bottom surface of fixed head, and the second module and the 3rd mould splits are located at the both sides of the first module, and the second module and the 3rd module fix a side pick-up unit 5 respectively.
Fig. 4 is the structural representation that the second module according to a preferred embodiment and the 3rd module install side pick-up unit.As shown in Figure 4, the second module 7 in the present embodiment is identical with the structure of the 3rd module 8, includes cross slide way and longitudinal leadscrew.The cross slide way of the cross slide way of the second module and longitudinal leadscrew and the 3rd module and longitudinal leadscrew interweave and form " well " font, and are positioned at the periphery of the first module.Two side pick-up units are electrically connected with primary controller, and under the control of primary controller, two side pick-up units can move along on the cross slide way of setting track place module and longitudinal leadscrew.
In the application, each side pick-up unit comprises second camera 50, secondary light source 51 and supports the second support 52 of second camera, secondary light source.Two the side pick-up units being installed on the second support are positioned at the forward and backward side of product to be detected or the outside of left and right side, the camera lens of the second camera of two side pick-up units about product to be detected Central Symmetry and with relative side at a distance of setpoint distance.The optical axis of second camera keeps vertical with the light beam of secondary light source and relative side.
Preferably, the center of the optical axis of the camera lens of the second camera of two side pick-up units and product to be detected in the same horizontal line.
Further, when the convergence part between the side and the back side of product to be detected is divided into curved surface, in the application, each side pick-up unit also comprises third camera 53 and the 3rd light source 54.The second support in this technical scheme comprises vertical portion and curve part, and vertical portion is equivalent to the second support in above-described embodiment, installs second camera and secondary light source.The camera lens of two second cameras about product to be detected Central Symmetry and with relative side at a distance of setpoint distance.
Third camera, the 3rd light source are arranged on curve part.Further, third camera, the 3rd light source are installed on mount pad that an electric rotating machine turning axle is arranged jointly.Electric rotating machine is fixed on curve part.Electric rotating machine drives third camera and the 3rd light source with its turning axle synchronous axial system, and make the light beam of the optical axis of third camera and the 3rd light source all the time with product side to be detected with between the back side to be connected curved surface vertical all the time.
Below the principle of work of the product appearance detection system shown in above-described embodiment is described in detail.Fig. 5 shows the process flow diagram that product appearance detection system detects product appearance, as shown in Figure 5, comprises following flow process:
S501: be fixed on locating device by product to be detected, the back side of product to be detected towards the top of bracing frame, and makes the center of product to be detected and the center of locating device on same vertical line.
S502: the position relationship determining back side pick-up unit and the product back side to be detected, and the position relationship of two sides pick-up unit side corresponding thereto.
In this step, back side pick-up unit 4 is comprehensively determined by the thickness of the depth of field of first camera, the height of locating device 3 and product to be detected with the position relationship at the product back side to be detected.Distance range between back side pick-up unit 4 and the product back side to be detected, the picture rich in detail that can obtain the product back side to be detected with first camera is as the criterion.
Distance range between the camera lens of the second camera of two sides pick-up unit and product side to be detected, the picture rich in detail that can obtain the product back side to be detected with second camera is as the criterion.The optical axis of two second camera camera lenses and second camera towards side center in the same horizontal line.In the same horizontal line, two second cameras are about the Central Symmetry of product to be detected simultaneously, can effectively avoid producing during the secondary light source correlation of two sides pick-up unit interfering for the optical axis of two second cameras and the center of product to be detected.
When the side of product to be detected comprises chamfering curved surface, also need to adjust the distance between third camera in side pick-up unit and chamfering curved surface, and the movement locus of setting regulating device, make it consistent with the arching trajectory of chamfering curved surface, thus third camera can be enable to obtain the picture rich in detail of chamfering curved surface all the time.Second camera is for scanning the linking curved surface between side relative in corresponding track and adjacent side.
S503: the motion path of planning back side pick-up unit 4 and two sides pick-up unit, and make two sides pick-up unit in initial position and motion process all about the Central Symmetry of product to be detected.
In the application, back side pick-up unit 4 and two sides pick-up unit simultaneously to towards detection faces detect.The movement locus of back side pick-up unit 4 is straight line, namely back side pick-up unit 4 can at horizontal direction by an edge of product to be detected to another edge motion scan, also can at longitudinal direction by an edge of product to be detected to another edge motion scan.
The movement locus of two sides pick-up unit can have kinds of schemes.Based on avoiding two sides pick-up unit to bump against in testing process, the movement tendency of two sides pick-up unit is identical.The reference position of two sides pick-up unit, about the Central Symmetry of locating device 3, remains the Central Symmetry about product to be detected in operational process.As a side pick-up unit move along clockwise direction time, another side pick-up unit also needs to move along clockwise direction.
Two sides pick-up unit 5 about examined object Central Symmetry, and keeps Central Symmetry in motion process, can will efficiently avoid the mutual interference of second camera in the pick-up unit of two sides like this.Simultaneously, two sides pick-up unit is about examined object Central Symmetry, and the detection time of two sides pick-up unit is consistent to keep Central Symmetry also can ensure in motion process, if the detection path of one of them side pick-up unit is slightly larger than the detection path of another side pick-up unit, then detection time is by the translational speed for two path difference * 2/ side pick-up units.It can thus be appreciated that this path planning is the shortest for the detection time of two sides pick-up unit.
S504: back side pick-up unit and two sides pick-up unit detect simultaneously.
Overleaf pick-up unit 4 and two sides pick-up unit movement locus setting after, under the control of primary controller, back side pick-up unit 4 and two sides pick-up unit simultaneously to towards face to be detected scan, detect.
When the side of product to be detected comprises chamfering curved surface, the side pick-up unit comprising third camera treats the vertical side of testing product and chamfering curved surface carries out scanning, detecting simultaneously.
Back side pick-up unit 4 and two sides pick-up unit detect simultaneously, then the detection time of product appearance detection system, T determined detection time needed for longer that device of used time in back side pick-up unit 4 and side pick-up unit.Can be implemented in T time section like this, the outward appearance detection of product can be carried out complete.With carry out compared with detection, namely simplifying physical construction, also improving detection efficiency to the back side of product and side, four, left, right, front and rear respectively simultaneously.Compared with successively detecting with to five detection faces, its sense cycle significantly shortens.
Further, worktable 1 is provided with the scram button be electrically connected with primary controller, when there is unexpected situation, carrying out equipment suddenly stop by scram button.
From above technical scheme, the surveyed area of product to be detected is divided into three parts by the utility model, and carry out optimum path planning for every part, carry out continuous sweep according to the back side, the path pick-up unit planned and two side pick-up units simultaneously, and the image of acquisition and standard picture are contrasted, and then provide testing result.Therefore, the utility model can significantly improve detection speed and save hardware cost.
Should be understood that, the utility model is not limited to precision architecture described above and illustrated in the accompanying drawings, and can carry out various amendment and change not departing from its scope.Scope of the present utility model is only limited by appended claim.

Claims (10)

1. a product appearance detection system, is characterized in that, comprising:
Worktable;
Bracing frame, is fixed on the table top of described worktable;
Locating device, is positioned at the below in the space that bracing frame is formed and is fixed on the table top of described worktable, for fixing product to be detected;
Back side pick-up unit, is fixed on support frame as described above by the first module, and the detector lens of described back side pick-up unit is just treating the back side of testing product;
Two side pick-up units, are fixed on support frame as described above respectively by the second module and the 3rd module, and to lay respectively in described device to be detected the outside of arbitrary group of relative two sides; The detector lens of two side pick-up units about product to be detected Central Symmetry and with relative side at a distance of setpoint distance;
Primary controller, is electrically connected with described back side pick-up unit and two side pick-up units; After the control signal receiving described primary controller, described back side pick-up unit moves along setting path on the first module, and two side pick-up units move along setting path respectively on the second module and the 3rd module.
2. detection system according to claim 1, is characterized in that, the optical axis of the detector lens of two side pick-up units and the center of product to be detected are in the same horizontal line.
3. detection system according to claim 1 and 2, it is characterized in that, described back side pick-up unit comprises first camera, the first light source and supports the first support of first camera, the first light source, the camera lens of first camera just to the back side of described product to be detected, and with the back side of described product to be detected distance setting height; The light beam of the first light source is parallel with the optical axis of first camera camera lens and all vertical with the back side of product to be detected.
4. detection system according to claim 3, is characterized in that, side pick-up unit comprises the second support of second camera, secondary light source and support second camera, secondary light source;
The camera lens of two second cameras about product to be detected Central Symmetry and with relative side at a distance of setpoint distance.
5. detection system according to claim 3, is characterized in that, the second support of side pick-up unit comprises vertical portion and curve part;
Second camera and secondary light source are fixed on described vertical portion, the camera lens of two second cameras about product to be detected Central Symmetry and with relative side at a distance of setpoint distance;
Described curve part is provided with third camera, the 3rd light source and electric rotating machine; Described electric rotating machine for make the optical axis of third camera and the 3rd light source and product side to be detected with between the back side to be connected curved surface vertical all the time.
6. detection system according to claim 1, is characterized in that, locating device comprises base and the vertical riser be fixed on described base; And,
Jig, is arranged at the top of described riser, comprises multiple points of cards and multiple jig web joint, and the connection of crossing described jig web joint of multiple points of cartoons realizes described jig to the clamping of described product to be detected and unclamp with disassembling.
7. detection system according to claim 6, is characterized in that, described locating device also comprises:
Jig automaton, comprises motor, shaft coupling and jig fixed block, and one end of described jig fixed block is connected with described jig web joint, and the other end is connected with described motor by described shaft coupling; By the interlock effect of described shaft coupling, described jig fixed block drives described jig web joint to switch with disassembling in two states in connection.
8. the detection system according to claim 6 or 7, is characterized in that, described locating device also comprises:
Air-suction motor, is arranged at the below of described product to be detected and is connected with described primary controller, for aspirating described product to be detected when described product to be detected is clamped by jig.
9. detection system according to claim 1, is characterized in that, support frame as described above comprises many highly identical columns and fixed head, and described fixed head is fixed on the top of many root posts.
10. detection system according to claim 9, is characterized in that,
First module comprises fixed mount and the first guide rail; Described fixed mount is fixed on the bottom surface of described fixed head, and the first guide rail is horizontal or be longitudinally installed on fixed mount;
Second module and the 3rd module include cross slide way and longitudinal leadscrew, and the cross slide way of the cross slide way of the second module and longitudinal leadscrew and the 3rd module and longitudinal leadscrew interweave and form " well " font, and are positioned at the periphery of the first module;
First module, the second module and the 3rd module are all fixed on the bottom surface of described fixed head.
CN201520012927.7U 2015-01-08 2015-01-08 Product appearance detection system Active CN204575547U (en)

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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104677912A (en) * 2015-01-08 2015-06-03 北京凌云光技术有限责任公司 Product appearance detection system and method
CN106841204A (en) * 2016-11-22 2017-06-13 无锡双益精密机械有限公司 The full-automatic appearance inspection machine of bearing
CN108760752A (en) * 2018-05-29 2018-11-06 深圳东瑞兴联智能科技有限公司 A kind of mobile phone shell open defect intelligent detection equipment
CN108982545A (en) * 2018-07-24 2018-12-11 苏州光图智能科技有限公司 A kind of tire appearance detection method
CN110307967A (en) * 2019-08-09 2019-10-08 新昌次长电子科技有限公司 A kind of crack detection device for cylindrical parts

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104677912A (en) * 2015-01-08 2015-06-03 北京凌云光技术有限责任公司 Product appearance detection system and method
CN104677912B (en) * 2015-01-08 2017-09-26 北京凌云光技术有限责任公司 Product appearance detecting system and detection method
CN106841204A (en) * 2016-11-22 2017-06-13 无锡双益精密机械有限公司 The full-automatic appearance inspection machine of bearing
CN106841204B (en) * 2016-11-22 2023-09-12 无锡双益精密机械有限公司 Full-automatic appearance inspection machine for bearing
CN108760752A (en) * 2018-05-29 2018-11-06 深圳东瑞兴联智能科技有限公司 A kind of mobile phone shell open defect intelligent detection equipment
CN108760752B (en) * 2018-05-29 2023-11-03 杭州慧知连科技有限公司 Intelligent detection equipment for appearance defects of mobile phone shell
CN108982545A (en) * 2018-07-24 2018-12-11 苏州光图智能科技有限公司 A kind of tire appearance detection method
CN110307967A (en) * 2019-08-09 2019-10-08 新昌次长电子科技有限公司 A kind of crack detection device for cylindrical parts
CN110307967B (en) * 2019-08-09 2020-03-27 新昌次长电子科技有限公司 Crack detection device for columnar part

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