CN111703656A - Method for correcting orientation of circulating smoke box skin - Google Patents

Method for correcting orientation of circulating smoke box skin Download PDF

Info

Publication number
CN111703656A
CN111703656A CN202010426315.8A CN202010426315A CN111703656A CN 111703656 A CN111703656 A CN 111703656A CN 202010426315 A CN202010426315 A CN 202010426315A CN 111703656 A CN111703656 A CN 111703656A
Authority
CN
China
Prior art keywords
key point
matched
key
box skin
detected
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.)
Pending
Application number
CN202010426315.8A
Other languages
Chinese (zh)
Inventor
马孝宗
戚亚东
张坤峰
魏景春
汪冬冬
邝紫云
邢慧琳
刘文雅
张涛
高加飞
吕德礼
景曙光
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.)
China Tobacco Henan Industrial Co Ltd
Original Assignee
China Tobacco Henan Industrial Co Ltd
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 China Tobacco Henan Industrial Co Ltd filed Critical China Tobacco Henan Industrial Co Ltd
Priority to CN202010426315.8A priority Critical patent/CN111703656A/en
Publication of CN111703656A publication Critical patent/CN111703656A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65BMACHINES, APPARATUS OR DEVICES FOR, OR METHODS OF, PACKAGING ARTICLES OR MATERIALS; UNPACKING
    • B65B57/00Automatic control, checking, warning, or safety devices
    • B65B57/02Automatic control, checking, warning, or safety devices responsive to absence, presence, abnormal feed, or misplacement of binding or wrapping material, containers, or packages
    • B65B57/04Automatic control, checking, warning, or safety devices responsive to absence, presence, abnormal feed, or misplacement of binding or wrapping material, containers, or packages and operating to control, or to stop, the feed of such material, containers, or packages
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65GTRANSPORT OR STORAGE DEVICES, e.g. CONVEYORS FOR LOADING OR TIPPING, SHOP CONVEYOR SYSTEMS OR PNEUMATIC TUBE CONVEYORS
    • B65G47/00Article or material-handling devices associated with conveyors; Methods employing such devices
    • B65G47/22Devices influencing the relative position or the attitude of articles during transit by conveyors
    • B65G47/24Devices influencing the relative position or the attitude of articles during transit by conveyors orientating the articles
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65GTRANSPORT OR STORAGE DEVICES, e.g. CONVEYORS FOR LOADING OR TIPPING, SHOP CONVEYOR SYSTEMS OR PNEUMATIC TUBE CONVEYORS
    • B65G47/00Article or material-handling devices associated with conveyors; Methods employing such devices
    • B65G47/22Devices influencing the relative position or the attitude of articles during transit by conveyors
    • B65G47/24Devices influencing the relative position or the attitude of articles during transit by conveyors orientating the articles
    • B65G47/256Devices influencing the relative position or the attitude of articles during transit by conveyors orientating the articles removing incorrectly orientated articles
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65GTRANSPORT OR STORAGE DEVICES, e.g. CONVEYORS FOR LOADING OR TIPPING, SHOP CONVEYOR SYSTEMS OR PNEUMATIC TUBE CONVEYORS
    • B65G2201/00Indexing codes relating to handling devices, e.g. conveyors, characterised by the type of product or load being conveyed or handled
    • B65G2201/02Articles
    • B65G2201/0235Containers
    • B65G2201/0258Trays, totes or bins
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65GTRANSPORT OR STORAGE DEVICES, e.g. CONVEYORS FOR LOADING OR TIPPING, SHOP CONVEYOR SYSTEMS OR PNEUMATIC TUBE CONVEYORS
    • B65G2203/00Indexing code relating to control or detection of the articles or the load carriers during conveying
    • B65G2203/04Detection means

Landscapes

  • Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)

Abstract

The invention discloses a method for correcting the orientation of a circulating smoke box skin, which comprises the steps of setting a standard image according to the brand of a box skin to be detected; acquiring a plurality of first key points on a standard image; acquiring a detected image of a current box skin to be detected; acquiring a plurality of second key points on the detected image; performing homography matching on the first key points and the second key points; judging whether the number of key point pairs formed after the first key point is matched with the second key point is larger than a first preset value or not; if yes, determining the coordinates of the matched first key point and the second key point; and obtaining the rotation correction angle of the current suitcase skin according to the coordinates of the matched first key point and the second key point. According to the method for correcting the orientation of the circulating smoke box skin, the orientation of the box skin is automatically recognized and corrected without manual participation, labor force is saved, and correction accuracy is improved.

Description

Method for correcting orientation of circulating smoke box skin
Technical Field
The invention relates to the technical field of tobacco, in particular to a method for correcting the orientation of a circulating smoke box skin.
Background
In the tobacco field, the use of circulating smoke boxes is being widely popularized. However, the circulating smoke box has the following difficulties in the use process: the positive and negative or each side orientation of circulation smoke box case skin is inconsistent, mix the case skin of other trade marks even in a kind of case skin, and the automatic case sealer of cigarette strip can only use the stationary plane, the case skin of fixed orientation, the positive and negative of case skin, the orientation difference can cause the automatic case sealer of cigarette strip to block, shut down, and mix in the case skin other trade marks and can cause serious quality defect accident, consequently, must check one by one circulation smoke box case skin through the manual work among the prior art, arrange in order, a large amount of labours have been wasted, and there is the phenomenon of looking over.
Disclosure of Invention
The invention aims to provide a method for correcting the orientation of a circulating smoke box skin, which aims to solve the problems in the prior art and realize accurate identification and adjustment of the orientation of the smoke box skin.
The invention provides a method for correcting the orientation of a circulating smoke box skin, which comprises the following steps:
setting a standard image according to the brand of the box skin to be detected;
acquiring a plurality of first key points on the standard image;
acquiring a detected image of a current box skin to be detected;
acquiring a plurality of second key points on the detected image;
performing homography matching on the first key point and the second key point;
judging whether the number of key point pairs formed after the first key points are matched with the second key points is larger than a first preset value or not;
if yes, determining the coordinates of the matched first key point and the second key point;
and obtaining the rotation correction angle of the current box skin according to the coordinates of the matched first key point and the matched second key point.
The method for correcting the orientation of the trunk skin of the circulating smoke box as described above, wherein preferably, if the result of determining whether the number of the key point pairs formed after the first key point is matched with the second key point is greater than a first preset value is negative, the method further includes:
judging whether the number of key point pairs formed after the first key points are matched with the second key points is larger than a second preset value and smaller than or equal to the first preset value;
and if so, rejecting the current box skin to be detected.
In the method for correcting the orientation of the trunk skin of the circulating smoke box, preferably, if the number of the key point pairs formed after the first key point is matched with the second key point is less than the second preset value, the detected image of the current trunk skin to be detected is obtained again.
The method for correcting the orientation of the circulating smoke box skin as described above, wherein preferably, the obtaining of the rotation correction angle of the current box skin according to the coordinates of the matched first key point and second key point specifically includes:
acquiring the mass center of the matched first key point coordinate and second key point coordinate;
translating the matched first key point coordinate and second key point coordinate by taking a mass center as an origin;
respectively calculating included angles of connecting lines of the matched first key point coordinate and the matched second key point coordinate with the origin relative to coordinate axes;
respectively calculating the average value of the quartiles of the two groups of included angles;
and calculating to obtain the difference value of the two average values, namely the rotation correction angle.
The method for correcting the orientation of the circulating smoke box skin, wherein preferably, the first key points comprise first front key points and first back key points, and the second key points comprise second front key points and second back key points;
the performing homography matching on the first key point and the second key point specifically includes:
performing homography matching on the first front key points and the second front key points, or performing homography matching on the first back key points and the second back key points;
if the number of key point pairs formed after the first front key points are matched with the second front key points is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the front surface;
and if the number of the key point pairs formed after the first back key points are matched with the second back key points is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the back surface.
The method for correcting the orientation of the circulation smoke box skin as described above, wherein preferably, the first key point and the second key point are obtained by a SIFT algorithm.
According to the method for correcting the orientation of the circulating smoke box skin, the orientation of the box skin is automatically recognized and corrected without manual participation, labor force is saved, and correction accuracy is improved.
Drawings
The following describes embodiments of the present invention in further detail with reference to the accompanying drawings.
Fig. 1 is a flowchart of a method for correcting the orientation of a circulating smoke box skin according to an embodiment of the present invention.
Detailed Description
Various exemplary embodiments of the present disclosure will now be described in detail with reference to the accompanying drawings. The description of the exemplary embodiments is merely illustrative and is in no way intended to limit the disclosure, its application, or uses. The present disclosure may be embodied in many different forms and is not limited to the embodiments described herein. These embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art. It should be noted that: the relative arrangement of parts and steps, the composition of materials, numerical expressions and numerical values set forth in these embodiments are to be construed as merely illustrative, and not as limitative, unless specifically stated otherwise.
As used in this disclosure, "first", "second": and the like, do not denote any order, quantity, or importance, but rather are used to distinguish one element from another. The word "comprising" or "comprises", and the like, means that the element preceding the word covers the element listed after the word, and does not exclude the possibility that other elements are also covered. "left", "right", etc. are used only to indicate relative positional relationships, and when the absolute position of the object being described is changed, the relative positional relationships may also change accordingly.
In the present disclosure, when a specific component is described as being located between a first component and a second component, there may or may not be intervening components between the specific component and the first component or the second component. When it is described that a specific component is connected to other components, the specific component may be directly connected to the other components without having an intervening component, or may be directly connected to the other components without having an intervening component.
All terms (including technical or scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure belongs unless specifically defined otherwise. It will be further understood that terms, such as those defined in commonly used dictionaries, should be interpreted as having a meaning that is consistent with their meaning in the context of the relevant art and will not be interpreted in an idealized or overly formal sense unless expressly so defined herein.
Techniques, methods, and apparatus known to those of ordinary skill in the relevant art may not be discussed in detail, but are intended to be part of the specification where appropriate.
As shown in fig. 1, an embodiment of the present invention provides a method for correcting orientation of a recycling cigarette box skin, which includes the following steps:
and step S1, setting a standard image according to the brand of the box leather to be detected.
Wherein, the standard image is a qualified trunk skin image.
And step S2, acquiring a plurality of first key points on the standard image. The first keypoint may be obtained by a SIFT algorithm.
And step S3, acquiring a detected image of the current box skin to be detected.
And step S4, acquiring a plurality of second key points on the detected image. The second key point may be obtained by a SIFT algorithm.
And step S5, performing homography matching on the first key points and the second key points.
Step S6, judging whether the number of key point pairs formed after the first key point is matched with the second key point is larger than a first preset value; if so, the process proceeds to step S7.
In this embodiment, the first preset value may be 100, that is, when the number of key point pairs is greater than 100, the step S7 is performed. Wherein, partial key point pairs with smaller Hamming distance can be screened out as judged data.
And step S7, determining the coordinates of the matched first key point and the second key point.
And step S8, obtaining the rotation correction angle of the current suitcase skin according to the coordinates of the matched first key point and the second key point.
Therefore, compared with the prior art, the method for correcting the orientation of the circulating smoke box skin provided by the embodiment realizes automatic identification and correction of the orientation of the box skin under the condition of no need of manual participation, saves labor force and improves correction accuracy.
Further, if the result of step S6 is no, the method further includes:
step S61, judging whether the number of the key point pairs formed after the first key point is matched with the second key point is larger than a second preset value and smaller than or equal to a first preset value; if so, the process proceeds to step S62.
Wherein, the second preset value can be 10. When the number of the key point pairs formed after the first key point is matched with the second key point is 10-100, the situation that the measured image of the current box skin is not matched with the standard image is shown, namely, the brand of the box skin in the current detection is not matched with the brand of the box skin of the standard image, and the box skin of the unmatched brand can be removed at the moment, so that serious quality defect accidents caused by mixing other brands in the box skin are avoided.
And step S62, removing the current box skin to be detected.
Further, if the number of the key point pairs formed after the first key point is matched with the second key point is smaller than a second preset value, the detected image of the current box skin to be detected is obtained again.
In this embodiment, if the number of the key point pairs formed after the first key point is matched with the second key point is less than 10, it is indicated that the complete image of the box skin is not obtained, and at this time, the image of the box skin needs to be obtained again.
Further, step S8 specifically includes:
and step S81, acquiring the centroids of the matched first key point coordinates and second key point coordinates.
And step S82, translating the matched first key point coordinate and second key point coordinate by taking the center of mass as an origin.
And step S83, respectively calculating the included angles of the connecting lines of the matched first key point coordinate and second key point coordinate with the origin relative to the coordinate axis.
And step S84, calculating the average value of the quartiles of the two groups of included angles respectively.
And step S85, calculating to obtain the difference value of the two average values, namely the rotation correction angle.
It should be noted that the first keypoints include first obverse keypoints and first reverse keypoints, and the second keypoints include second obverse keypoints and second reverse keypoints.
Specifically, step S5 specifically includes:
and step S51, performing homography matching on the first front-side key points and the second front-side key points, or performing homography matching on the first back-side key points and the second back-side key points.
And step S52, if the number of the key point pairs formed after the first front key point is matched with the second front key point is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the front surface.
And step S53, if the number of the key point pairs formed after the first back key points are matched with the second back key points is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the back surface.
If the detection surface of the current box skin to be detected is determined to be the front surface, the box skin is enabled to continuously flow backwards; and if the detection surface of the current box skin to be detected is determined to be the reverse surface, the box skin is removed to avoid mixing into the box skins which are all the front surfaces, and meanwhile, the box skin is convenient to turn over and adjust on line and then put into use again.
The front surface and the back surface are two opposite surfaces on the box skin respectively, and the specific front surface and the specific back surface can be determined according to actual conditions.
According to the method for correcting the orientation of the circulating smoke box skin, provided by the embodiment of the invention, the automatic identification and correction of the orientation of the box skin are realized without manual participation, the labor force is saved, and the correction accuracy is improved.
Thus, various embodiments of the present disclosure have been described in detail. Some details that are well known in the art have not been described in order to avoid obscuring the concepts of the present disclosure. It will be fully apparent to those skilled in the art from the foregoing description how to practice the presently disclosed embodiments.
Although some specific embodiments of the present disclosure have been described in detail by way of example, it should be understood by those skilled in the art that the foregoing examples are for purposes of illustration only and are not intended to limit the scope of the present disclosure. It will be understood by those skilled in the art that various changes may be made in the above embodiments or equivalents may be substituted for elements thereof without departing from the scope and spirit of the present disclosure. The scope of the present disclosure is defined by the appended claims.

Claims (6)

1. A method for correcting the orientation of a circulating smoke box skin is characterized by comprising the following steps:
setting a standard image according to the brand of the box skin to be detected;
acquiring a plurality of first key points on the standard image;
acquiring a detected image of a current box skin to be detected;
acquiring a plurality of second key points on the detected image;
performing homography matching on the first key point and the second key point;
judging whether the number of key point pairs formed after the first key points are matched with the second key points is larger than a first preset value or not;
if yes, determining the coordinates of the matched first key point and the second key point;
and obtaining the rotation correction angle of the current box skin according to the coordinates of the matched first key point and the matched second key point.
2. The method of claim 1, wherein if the determination of whether the number of key point pairs formed after the matching of the first key point and the second key point is greater than a first predetermined value is negative, the method further comprises:
judging whether the number of key point pairs formed after the first key points are matched with the second key points is larger than a second preset value and smaller than or equal to the first preset value;
and if so, rejecting the current box skin to be detected.
3. The method for correcting the orientation of the circulating smoke box skin according to claim 2, wherein if the number of key point pairs formed after the first key point is matched with the second key point is less than the second preset value, the detected image of the current box skin to be detected is obtained again.
4. The method for correcting the orientation of the circulating smoke box according to claim 1, wherein the obtaining the rotation correction angle of the current box according to the coordinates of the matched first key point and the matched second key point specifically comprises:
acquiring the mass center of the matched first key point coordinate and second key point coordinate;
translating the matched first key point coordinate and second key point coordinate by taking a mass center as an origin;
respectively calculating included angles of connecting lines of the matched first key point coordinate and the matched second key point coordinate with the origin relative to coordinate axes;
respectively calculating the average value of the quartiles of the two groups of included angles;
and calculating to obtain the difference value of the two average values, namely the rotation correction angle.
5. The method of correcting for loop smoke box skin orientation of claim 1, wherein the first keypoints comprise first frontal keypoints and first reverse keypoints, and the second keypoints comprise second frontal keypoints and second reverse keypoints;
the performing homography matching on the first key point and the second key point specifically includes:
performing homography matching on the first front key points and the second front key points, or performing homography matching on the first back key points and the second back key points;
if the number of key point pairs formed after the first front key points are matched with the second front key points is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the front surface;
and if the number of the key point pairs formed after the first back key points are matched with the second back key points is larger than a first preset value, determining that the detection surface of the current box skin to be detected is the back surface.
6. The method of claim 1, wherein the first keypoint and the second keypoint are obtained by a SIFT algorithm.
CN202010426315.8A 2020-05-19 2020-05-19 Method for correcting orientation of circulating smoke box skin Pending CN111703656A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202010426315.8A CN111703656A (en) 2020-05-19 2020-05-19 Method for correcting orientation of circulating smoke box skin

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202010426315.8A CN111703656A (en) 2020-05-19 2020-05-19 Method for correcting orientation of circulating smoke box skin

Publications (1)

Publication Number Publication Date
CN111703656A true CN111703656A (en) 2020-09-25

Family

ID=72538180

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202010426315.8A Pending CN111703656A (en) 2020-05-19 2020-05-19 Method for correcting orientation of circulating smoke box skin

Country Status (1)

Country Link
CN (1) CN111703656A (en)

Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104506857A (en) * 2015-01-15 2015-04-08 苏州阔地网络科技有限公司 Camera position deviation detection method and device
CN104820983A (en) * 2015-04-23 2015-08-05 清华大学 Image matching method
EP3006391A1 (en) * 2014-10-07 2016-04-13 Aisapack Holding SA Method for directing tube components
CN108550104A (en) * 2018-02-28 2018-09-18 北京集光通达科技股份有限公司 Method for registering images, device
CN108596867A (en) * 2018-05-09 2018-09-28 五邑大学 A kind of picture bearing calibration and system based on ORB algorithms
CN109230475A (en) * 2017-07-11 2019-01-18 浙江国自机器人技术有限公司 Pallet deviation correction method and device
CN109345513A (en) * 2018-09-13 2019-02-15 红云红河烟草(集团)有限责任公司 A kind of cigarette package defect inspection method with cigarette packet Attitude Calculation
CN109515844A (en) * 2018-11-14 2019-03-26 龙岩烟草工业有限责任公司 Plume attitude updating device and method
CN109740674A (en) * 2019-01-07 2019-05-10 京东方科技集团股份有限公司 A kind of image processing method, device, equipment and storage medium
CN110070568A (en) * 2019-04-28 2019-07-30 重庆学析优科技有限公司 A kind of picture antidote and system
WO2020017971A1 (en) * 2018-07-19 2020-01-23 Sluis Cigar Machinery B.V. Processing line comprising processing modules for performing processing operations on a product or part thereof, and simulated smoking device manufacturing line

Patent Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3006391A1 (en) * 2014-10-07 2016-04-13 Aisapack Holding SA Method for directing tube components
CN104506857A (en) * 2015-01-15 2015-04-08 苏州阔地网络科技有限公司 Camera position deviation detection method and device
CN104820983A (en) * 2015-04-23 2015-08-05 清华大学 Image matching method
CN109230475A (en) * 2017-07-11 2019-01-18 浙江国自机器人技术有限公司 Pallet deviation correction method and device
CN108550104A (en) * 2018-02-28 2018-09-18 北京集光通达科技股份有限公司 Method for registering images, device
CN108596867A (en) * 2018-05-09 2018-09-28 五邑大学 A kind of picture bearing calibration and system based on ORB algorithms
WO2020017971A1 (en) * 2018-07-19 2020-01-23 Sluis Cigar Machinery B.V. Processing line comprising processing modules for performing processing operations on a product or part thereof, and simulated smoking device manufacturing line
CN109345513A (en) * 2018-09-13 2019-02-15 红云红河烟草(集团)有限责任公司 A kind of cigarette package defect inspection method with cigarette packet Attitude Calculation
CN109515844A (en) * 2018-11-14 2019-03-26 龙岩烟草工业有限责任公司 Plume attitude updating device and method
CN109740674A (en) * 2019-01-07 2019-05-10 京东方科技集团股份有限公司 A kind of image processing method, device, equipment and storage medium
CN110070568A (en) * 2019-04-28 2019-07-30 重庆学析优科技有限公司 A kind of picture antidote and system

Similar Documents

Publication Publication Date Title
CN111474184B (en) AOI character defect detection method and device based on industrial machine vision
CN108961236B (en) Circuit board defect detection method and device
CN108776140B (en) Machine vision-based printed matter flaw detection method and system
CN108510477B (en) Method and device for positioning color block of test paper
CN113744244B (en) Online visual detection system for measuring distance from edge of lithium battery pole piece to edge of pole lug
CN116912261A (en) Plastic mold injection molding surface defect detection method
KR101461108B1 (en) Recognition device, vehicle model recognition apparatus and method
CN115512381A (en) Text recognition method, text recognition device, text recognition equipment, storage medium and working machine
CN113808108B (en) Visual detection method and system for defects of printing film
CN109523129B (en) Method for fusing information of multiple sensors of unmanned vehicle in real time
CN111703656A (en) Method for correcting orientation of circulating smoke box skin
CN108520533A (en) A kind of various dimensions feature registration method towards workpiece positioning
CN114187267A (en) Stamping part defect detection method based on machine vision
CN108957384B (en) Method and device for distinguishing direction of turnover box and electric energy metering equipment
CN111311657A (en) Infrared image homologous registration method based on improved corner main direction distribution
CN104316220B (en) Automatic mercury thermometer calibration method based on machine vision
CN112883963B (en) Positioning correction method, device and computer readable storage medium
CN115497114A (en) Structured information extraction method for cigarette logistics receipt bill
CN107122783B (en) Method for quickly identifying assembly connector based on angular point detection
CN112396030A (en) Method for identifying brand and rotation angle of case skin of circulating smoke box
CN103020601B (en) Hi-line visible detection method and device
CN113578778A (en) Method and system for detecting automobile glass mixed line by utilizing contour characteristic and color characteristic
CN110658194A (en) Keyboard detection method and keyboard detection equipment
CN112164057A (en) Qualified label detection method, storage medium and electronic equipment
CN112633393A (en) Automatic classification method and device for ceramic tile textures

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20200925