CN1359000A - System for estimating fabric pilling grade - Google Patents
System for estimating fabric pilling grade Download PDFInfo
- Publication number
- CN1359000A CN1359000A CN 02110547 CN02110547A CN1359000A CN 1359000 A CN1359000 A CN 1359000A CN 02110547 CN02110547 CN 02110547 CN 02110547 A CN02110547 A CN 02110547A CN 1359000 A CN1359000 A CN 1359000A
- Authority
- CN
- China
- Prior art keywords
- fabric
- ball top
- thin bar
- grade
- ball
- 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.)
- Granted
Links
Images
Landscapes
- Treatment Of Fiber Materials (AREA)
Abstract
Said sytem includes a box, interior of said box is equipped with a thin bar, a regulating roller and a driving shaft, and a band conveyer winded round the thin bar, regulating roller and driving shaft. When the driving shaft is driven by motor and rotated, the band conveyer and fabric placed on the band conveyer can be slowly moved round the thin bar, regulating roller and driving shaft. In the box, under the thin bar a light source and a frosted glass, and the exterior of box, over the thin-bar, is equipped with a camera head, a rectangluar light hole is cut on the box, the light sent from light source is passed through frosted glass and irradiated on the fabric on the thin bar, the image continuously shot by camera through the rectangular hole can be trasnferred into computer to make data analysis so as to obtain pilling grade of tested fabric.
Description
Technical field:
The present invention is relevant with the fabric ball top, particularly a kind of objective assessment system and appraisal procedure thereof that plays ball grade about the fabric ball top.
Background technology:
Fabric face need be assessed the balling-up degree of fabric after forming ball top by actual dress or other mechanical motion.Up to now mainly by subjective assessment, common method be sample according to method, promptly under the standard illumination condition, the vision by the people shines into row with balling-up sample and standard sample and contrasts, and determines the balling-up degree of sample.The fabric subjective evaluation is because evaluator's experience and the inconsistent assessment result otherness that causes of assurance yardstick are very big, even same evaluator is also variant to the grade of same sample assessment in the different time.
Along with the arrival of information age and the development of computer software and hardware, many researchers have replaced people's vision and human brain analysis by computer vision and mode identification technology, fabric pilling grade objective evaluation is studied.As Konda (1990), Panhuber (1994), Xu (1997), His (1998), Ramgulam (1993), Abril (1998,2000) and Sirikasemler (2000) etc. the objective evaluation of fabric pilling grade is studied.Research method can be divided into gray level image analytical approach, range image analytical approach and photoelectric method.
Grey level vision system is exactly to adopt ccd video camera and personal computer system that the three-dimensional scenic of balling-up fabric is mapped on the two-dimentional sensing plane, only keeps intensity signal.The pixel value of gray level image is represented the intensity of reflected light of fabric face under the certain condition, by ball top information is extracted in the gray level image analysis, and grading then.People such as Konda, Panhuber, Xu, Abril and His carry out pre-service such as noise remove, the irregular correction of illumination, shading filtering earlier to the gray level image of fabric, adopt global threshold again, divide block threshold value or template matches that ball top is cut apart, determine the ball grade that rises of fabric then according to indexs such as ball top number, area, density, homogeneity, contrast, the degrees of orientation.Although above research has all obtained certain achievement, but still be in a kind of exploratory stage, only be suitable for light color, plain color and simple tissue fabric, it is complicated or with the fabric of local stamp not fit into texture.
The range image system is mainly the laser triangulation system, by laser point by point scanning fabric face, obtains reflecting that the 2-D data of the whole height profile of fabric face is an image, carries out the extraction and the grading of ball top information again.Employing such as Ramgulam and Sirikasemler laser triangulation is analyzed the range image of fabric, after simple pre-service, the former adopts the global threshold method of cutting down backward to cut apart ball top, outstanding area according to ball top, the ball top sum, outstanding area of maximum ball top and the grading of maximum ball top height, the latter uses fractal theory respectively, Fourier transform and wavelet transformation are analyzed the ball top and the fine hair of fabric, adopt global threshold to cut apart ball top, the index of extraction has average height, the ball top FRACTAL DIMENSION, the change of variable of ball top power spectrum energy, 14 indexs such as wavelet energy.But since laser point by point scanning, speed slow (especially deep-colour fabric), and cost an arm and a leg.So the objective assessment system of the nineties post analysis balling-up is still based on the CCD camera system.
The correlationship of fabric pilling degree and objective gloss has been studied according to the correlativity of fabric face glossiness and surfaceness in domestic scholars history Guangan etc., and introduces the pilling degree that the fabric pilling degree is described fabric.They think the relative variation of surfaceness when pilling degree essence is exactly balling-up rear surface roughness for balling-up not, measure the pining degree that objective gloss before and after the fabric pilling calculates fabric with experiment and evaluate the fabric pilling grade.The index surveyed of this method has only one, can not reflect that various ball top forms distribute and specific targets in the same intensity distributions scope.
When analyzing the fabric fine hair, adopts His the height of the method calculating fine hair of ordinary light source tangent projection.Fabric is wrapped on the bar, one end of fabric gives freely to hang behind certain tension force, the other end is by the tangential movement of micro-stepping driven by motor do perpendicular to the bar direction, ordinary light source is positioned at the bar below, the CCD that is furnished with enlarging lens is positioned at the fabric top, and the fabric on bar is carried out discontinuous at random multiframe sampling.The shortcoming of this method is that institute's images acquired homologue surface area is less than 2mm * 2mm, as the fine hair height greater than 2mm, then can not be added up fully, and the very possible part of fine hair is within the focal length of camera, a part is in outside the focal length in addition, it is fuzzy to show as the clear part of part on image, influences the analysis of fine hair height.
Summary of the invention:
The technical problem to be solved in the present invention is the defective that will overcome above-mentioned prior art, seeks a kind of objective assessment system and using method thereof of more reliable, objective fabric pilling grade.
Technical solution of the present invention is:
A kind of objective assessment system of fabric pilling grade is characterized in that this system comprises:
One casing, be provided with a thin bar, a dancer rools and a transmission shaft in this casing, cross this thin bar, dancer rools and transmission shaft winding one travelling belt, when moving, can make travelling belt and the fabric that is fixed on this travelling belt slowly moves around thin bar, dancer rools and transmission shaft with a driven by motor transmission shaft;
In this casing, under thin bar, be provided with a light source and a frosted glass, be provided with the CCD camera outside the casing directly over thin bar, have a rectangle light hole on this casing, the light that light source sends is through frosted glass is mapped to fabric to be measured on the thin bar with quasi-parallel illumination on, and camera can be made a video recording to fabric to be measured by slot;
This camera continuously image of picked-up is sent into the computing machine line data analyzing and processing of going forward side by side by being installed in capture card in the computing machine.
Said dancer rools has governor motion, can regulate the tension force of travelling belt.
The objective assessment system that utilizes above-mentioned fabrics to play ball grade carries out the appraisal procedure that the fabric ball top plays ball grade, it is characterized in that comprising the following steps:
1. sample (fabric to be measured) is fixed on the travelling belt;
2. the source of opening the light shines on the thin bar by frosted glass with quasi-parallel light;
3. regulate bias light, reach gray-scale value about 200;
4. starter motor drives the transmission shaft rotation, drives conveyer belt, the sample accompany movement;
5. when sample began to coat thin bar, camera to sample picked-up multiple image, was sent into computing machine continuously;
6. computing machine utilizes edge detection operator (LOG operator) to detect each frame fabric tangent projection outline line, and extracts the outline line height, obtains the one dimension altitude information;
7. with the outline line altitude information of multiple image,, obtain two-dimensional data matrix, i.e. range image according to the splicing of sample direction of motion;
8. utilize matched filter banks, the image of adjusting the distance carries out matched filtering, detects the ball top in the range image, and the application self-adapting threshold method is cut apart ball top, and background and ball top are made a distinction;
9. feature extraction, computing machine be according to the size of the shared pixel of ball top, with ball top be divided into greatly (pixel 〉=16), in (6≤pixel≤16), little (3≤pixel＜6) three classes, area, quantity and the volume index of adding up large, medium and small three class ball tops then respectively;
10. play the ball grade fuzzy diagnosis: choose big ball top number, big ball top area and big ball top volume as fuzzy eigenvector, carry out the Comprehensive Assessment of ball top grade then, export fabric pilling grade to be measured at last.
Advantage of the present invention is:
With this method test fabric ball top, cost is low, obtains fabric three-dimensional profile information speed very fast (for laser triangulation).Because this method elder generation abstraction sequence projected image outline line altitude information, splicing obtains reflecting the range image of fabric three-dimensional profile information again, the color of yarn dyed fabric and the decorative pattern of PRINTED FABRIC extract outline line and have no effect, and because of most of ball tops float on the organizational structure of fabrics, organizational structure of fabrics is also extracted outline line does not basically have influence, therefore avoided the influence of fabric structure and color to the ball top information extraction, the range image of embodiment part can find out that also this method has above-mentioned advantage from behind, thereby makes native system reach the purpose that replaces human eye objective evaluation fabric pilling grade with computer vision.
Description of drawings:
Fig. 1 is the objective assessment system structural representation of fabric pilling grade of the present invention.
Fig. 2 is fabric tangent projection figure.
Fig. 3 utilizes rim detection LOG operator Fig. 2 fabric tangent projection figure to be carried out the result of rim detection.
Fig. 4 is that matched filtering detects and local ball top is cut apart synoptic diagram.
Fig. 5 is that the multi-scale wavelet matched filtering output of ball top image detects synoptic diagram.
Fig. 6 is a fabric sample balling-up level evaluation result images.
Among the figure:
The thin bar 4-of 1-light source 2-frosted glass 3-dancer rools 41-governor motion
5-travelling belt 51-sample 6-transmission shaft 7-casing 71-slot
8-camera 9-computing machine
Embodiment:
Fig. 1 is the objective assessment system structural representation of fabric pilling grade of the present invention, and as seen from the figure, the objective assessment system of fabric pilling grade of the present invention comprises:
One casing 7, be provided with a thin bar 3, a dancer rools 4 and a transmission shaft 6 in this casing 7, cross this thin bar 3, dancer rools 4 and transmission shaft 6 windings one travelling belt 5, when with a driven by motor transmission shaft 6 motion, can make travelling belt 5 and the fabric 51 that is fixed on this travelling belt 5 slowly moves around thin bar 3, dancer rools 4 and transmission shaft 6;
In this casing 7, under thin bar 3, be provided with a light source 1 and a frosted glass 2, be provided with CCD camera 8 outside the casing 7 directly over thin bar 3, have a rectangle light hole 71 on this casing 7, the light that light source 1 sends is through frosted glass 2 is mapped to fabric to be measured 51 on the thin bar 3 with quasi-parallel illumination on, and camera 8 can be made a video recording to fabric 51 to be measured by slot 71;
This camera 8 image of picked-up is continuously sent into computing machine 9 by the capture card that is installed in the computing machine 9, and this computing machine carries out data analysis according to software program to be handled.
Said dancer rools 4 has volume mechanism 41, can regulate the brute force of travelling belt 5, to guarantee the quality of shooting.
Utilize said system to carry out the appraisal procedure that the fabric ball top plays ball grade, comprise the following steps:
1. with sample, fabric 51 promptly to be measured is fixed on the travelling belt 5;
2. open light source 1, shine on the thin bar 3 by frosted glass 2 with quasi-parallel light;
3. adjust bias light, reach gray-scale value about 200;
4. starter motor drives transmission shaft 6 rotations, drives travelling belt 5 motions, sample 51 accompany movements;
5. when sample 51 begins to coat thin bar 3, start ccd video camera, camera 8 to sample 51 picked-ups 400 two field pictures, is sent into computing machine 9 continuously;
6. computing machine 9 utilizes edge detection operator--the LOG operator detects each two field picture--fabric 51 tangent projection outline lines, and extract the outline line height, as shown in Figure 3, obtain one dimension altitude information (400 altitude informations);
7. the outline line altitude information (400 altitude informations) with 400 two field pictures splices according to sample 51 direction of motion, obtains one 400 * 400 two-dimensional matrix, i.e. range image; These image reflection fabric 51 surface tri-dimensional profile height situations, the outline line altitude information of every frame tangent projection image is corresponding to certain delegation of this image;
8. utilize matched filter banks, above-mentioned range image is carried out matched filtering, detect the ball top in the range image, the application self-adapting threshold method is cut apart ball top, and background and ball top are distinguished, and its vivid process as shown in Figure 4 and Figure 5;
9. feature extraction, according to the size of the shared pixel of ball top, with ball top be divided into greatly (pixel 〉=16), in (6≤pixel≤16), little (3≤pixel＜6) three classes, area, quantity and the volume index of adding up large, medium and small three class ball tops then respectively;
10. play the ball grade fuzzy diagnosis, choose big ball top number, big ball top area and big three indexs of ball top volume as fuzzy eigenvector, and, carry out the Comprehensive Assessment that ball top plays ball grade as the subjective weight of each index in the fuzzy integral with the correlation size, export fabric pilling grade to be measured.
Adopt evaluating system of the present invention and said method, plain weave PRINTED FABRIC and dark yarn dyed fabric sample are carried out the balling-up objective evaluation, its result as shown in Figure 6, be respectively a plain weave PRINTED FABRIC and 3 dark yarn dyed fabric samples from top to bottom, be respectively original image, range image and ball top from left to right and cut apart figure, range image has been eliminated the influence of stamp and yarn dyed fabric texture as seen from the figure, objective evaluation result to plain weave PRINTED FABRIC balling-up degree is 2 grades, and yarn dyed fabric is respectively 1 grade, 2 grades and 3 grades.
The objective assessment system of fabric pilling grade of the present invention has following advantage through facts have proved:
1, play ball grade with test fabric of the present invention, cost is low, can obtain the fabric three-dimensional profile information fast;
2, the color of assessment and fabric, texture are irrelevant substantially, and be only relevant with ball top;
In case after 3 samples are set up, play the assessment of ball grade and avoided artificial subjective factor, more objective, repetitive error is little, consistance is better.
Claims (3)
1, a kind of objective assessment system of fabric pilling grade is characterized in that this system comprises:
One casing (7), be provided with a thin bar (3), a dancer rools (4) and a transmission shaft (6) in this casing (7), cross this thin bar (3), dancer rools (4) and transmission shaft (6) winding one travelling belt (5), when moving, can make travelling belt (5) and the fabric (51) that is fixed on this travelling belt (5) slowly moves around thin bar (3), dancer rools (4) and transmission shaft (6) with a driven by motor transmission shaft (6);
In this casing (7), under thin bar (3), be provided with a light source (1) and a frosted glass (2), be provided with camera (8) outside the casing (7) directly over thin bar (3), have a rectangle light hole (71) on this casing (7), the light that light source (1) sends is through frosted glass (2) is mapped to fabric to be measured (51) on the thin bar (3) with quasi-parallel illumination on, and camera (8) can be made a video recording to fabric to be measured (51) by slot (71);
This camera (8) the continuously image of picked-up is sent into computing machine (9) the line data analyzing and processing of going forward side by side by being installed in capture card in the computing machine (9).
2, the objective assessment system of fabric pilling grade according to claim 1 is characterized in that said dancer rools (4) has governor motion (41), can regulate the tension force of travelling belt (5).
3, the objective assessment system of fabric pilling grade according to claim 1 carries out the appraisal procedure that the fabric ball top plays ball grade, it is characterized in that comprising the following steps:
1. sample (fabric to be measured) (51) is fixed on the travelling belt (5);
2. the source (1) of opening the light shines on the thin bar (3) by frosted glass (2) with quasi-parallel light;
3. regulate bias light, reach gray-scale value about 200;
4. starter motor drives transmission shaft (6) rotation, drives travelling belt (5) motion, sample (51) accompany movement;
5. when sample (51) began to coat thin bar (3), camera (8) to sample (51) picked-up multiple image, was sent into computing machine (9) continuously;
6. computing machine (9) utilizes edge detection operator (LOG operator) to detect each frame fabric (51) tangent projection outline line, and extracts the outline line height, obtains the one dimension altitude information;
7. with the outline line altitude information of multiple image,, obtain two-dimensional data matrix, i.e. range image according to the splicing of sample (51) direction of motion;
8. utilize matched filter banks, the image of adjusting the distance carries out matched filtering, detects the ball top in the range image, and the application self-adapting threshold method is cut apart ball top, and background and ball top are made a distinction;
9. feature extraction, computing machine be according to the size of the shared pixel of ball top, with ball top be divided into greatly (pixel 〉=16), in (6≤pixel≤16), little (3≤pixel＜6) three classes, area, quantity and the volume index of adding up large, medium and small three class ball tops then respectively;
10. play the ball grade fuzzy diagnosis: choose big ball top number, big ball top area and big ball top volume as fuzzy eigenvector, carry out the Comprehensive Assessment of ball top grade then, export the ball grade that rises of fabric to be measured at last.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CNB021105472A CN1176375C (en) | 2002-01-14 | 2002-01-14 | System for estimating fabric pilling grade |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CNB021105472A CN1176375C (en) | 2002-01-14 | 2002-01-14 | System for estimating fabric pilling grade |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN1359000A true CN1359000A (en) | 2002-07-17 |
| CN1176375C CN1176375C (en) | 2004-11-17 |
Family
ID=4741145
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CNB021105472A Expired - Fee Related CN1176375C (en) | 2002-01-14 | 2002-01-14 | System for estimating fabric pilling grade |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN1176375C (en) |
Cited By (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101419706B (en) * | 2008-12-11 | 2011-01-12 | 天津工业大学 | Jersey wear flokkit and balling up grading method based on image analysis |
| CN104268543A (en) * | 2014-10-04 | 2015-01-07 | 上海工程技术大学 | Pilling image collection method for complex-texture fabric |
| CN105277560A (en) * | 2015-10-23 | 2016-01-27 | 温州大学 | Fabric pilling grade evaluation and analysis method and device |
| CN105628603A (en) * | 2016-03-10 | 2016-06-01 | 上海工程技术大学 | Fabric wrinkle analyzing equipment and fabric wrinkle analyzing method |
| CN105683704A (en) * | 2013-10-31 | 2016-06-15 | 3M创新有限公司 | Multiscale uniformity analysis of a material |
| CN105699231A (en) * | 2016-03-10 | 2016-06-22 | 上海工程技术大学 | Fabric fuzzing and pilling analysis device and method |
| CN105738381A (en) * | 2016-02-17 | 2016-07-06 | 苏州禾弘电子科技有限公司 | Detection device for flexible base material for flexible circuit board |
| CN105865964A (en) * | 2016-06-25 | 2016-08-17 | 北京航空航天大学 | Carbon fiber fuzzing quantity testing device and carbon fiber fuzzing quantity testing method |
| CN105973797A (en) * | 2016-07-15 | 2016-09-28 | 上海嘉麟杰纺织品股份有限公司 | Method for rapidly testing fluffing and pilling tendency of textiles |
| CN109410202A (en) * | 2018-10-31 | 2019-03-01 | 嘉兴学院 | A kind of evaluation method of silk fabric digit printing clarity |
| CN109727230A (en) * | 2018-11-30 | 2019-05-07 | 西安工程大学 | A kind of pile textile surface apparatus for measuring quality and measurement method |
| CN110706274A (en) * | 2019-10-12 | 2020-01-17 | 国家羊绒产品质量监督检验中心 | Fuzzing and pilling grading tester, testing system and testing method |
-
2002
- 2002-01-14 CN CNB021105472A patent/CN1176375C/en not_active Expired - Fee Related
Cited By (19)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101419706B (en) * | 2008-12-11 | 2011-01-12 | 天津工业大学 | Jersey wear flokkit and balling up grading method based on image analysis |
| CN105683704B (en) * | 2013-10-31 | 2019-03-01 | 3M创新有限公司 | The multiple dimensioned Uniformity Analysis of material |
| CN105683704A (en) * | 2013-10-31 | 2016-06-15 | 3M创新有限公司 | Multiscale uniformity analysis of a material |
| CN104268543A (en) * | 2014-10-04 | 2015-01-07 | 上海工程技术大学 | Pilling image collection method for complex-texture fabric |
| CN105277560A (en) * | 2015-10-23 | 2016-01-27 | 温州大学 | Fabric pilling grade evaluation and analysis method and device |
| CN105277560B (en) * | 2015-10-23 | 2018-09-11 | 温州大学 | A kind of fabric pilling grade evaluation analysis method and device |
| CN105738381B (en) * | 2016-02-17 | 2018-05-04 | 苏州禾弘电子科技有限公司 | The detection device of flexible circuit board flexible parent metal |
| CN105738381A (en) * | 2016-02-17 | 2016-07-06 | 苏州禾弘电子科技有限公司 | Detection device for flexible base material for flexible circuit board |
| CN105699231B (en) * | 2016-03-10 | 2018-11-27 | 上海工程技术大学 | Fabric pilling analytical equipment |
| CN105628603B (en) * | 2016-03-10 | 2018-11-27 | 上海工程技术大学 | Fabric pincher analytical equipment |
| CN105699231A (en) * | 2016-03-10 | 2016-06-22 | 上海工程技术大学 | Fabric fuzzing and pilling analysis device and method |
| CN105628603A (en) * | 2016-03-10 | 2016-06-01 | 上海工程技术大学 | Fabric wrinkle analyzing equipment and fabric wrinkle analyzing method |
| CN105865964A (en) * | 2016-06-25 | 2016-08-17 | 北京航空航天大学 | Carbon fiber fuzzing quantity testing device and carbon fiber fuzzing quantity testing method |
| CN105865964B (en) * | 2016-06-25 | 2018-12-11 | 北京航空航天大学 | Carbon fiber fluffing amount test device and measurement method |
| CN105973797A (en) * | 2016-07-15 | 2016-09-28 | 上海嘉麟杰纺织品股份有限公司 | Method for rapidly testing fluffing and pilling tendency of textiles |
| CN109410202A (en) * | 2018-10-31 | 2019-03-01 | 嘉兴学院 | A kind of evaluation method of silk fabric digit printing clarity |
| CN109410202B (en) * | 2018-10-31 | 2021-07-13 | 嘉兴学院 | Method for evaluating digital printing definition of silk fabric |
| CN109727230A (en) * | 2018-11-30 | 2019-05-07 | 西安工程大学 | A kind of pile textile surface apparatus for measuring quality and measurement method |
| CN110706274A (en) * | 2019-10-12 | 2020-01-17 | 国家羊绒产品质量监督检验中心 | Fuzzing and pilling grading tester, testing system and testing method |
Also Published As
| Publication number | Publication date |
|---|---|
| CN1176375C (en) | 2004-11-17 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN101999900B (en) | Living body detecting method and system applied to human face recognition | |
| CN1247994C (en) | Textile surface analysis method and its system | |
| US7715596B2 (en) | Method for controlling photographs of people | |
| CN102713582B (en) | Inclusion detection in polished gemstones | |
| CN1176375C (en) | System for estimating fabric pilling grade | |
| CN1168974C (en) | Defect inspector and method thereof | |
| CN103617426B (en) | Pedestrian target detection method under interference by natural environment and shelter | |
| CN111260640B (en) | Tree generator network gear pitting image measuring method and device based on cyclean | |
| CN103645190B (en) | Mirror case and device thereof is turned round for the adjustable two of yarn appearance parameter measurement | |
| CN110070521A (en) | A kind of 3D printing model flaw anticipation system and method for view-based access control model nerve study | |
| CN1794265A (en) | Method and device for distinguishing face expression based on video frequency | |
| Dror et al. | Recognition of surface reflectance properties from a single image under unknown real-world illumination | |
| CN1208486A (en) | Boundary mapping system and method | |
| Behera | Image-processing in textiles | |
| Raghavendra et al. | Automatic face quality assessment from video using gray level co-occurrence matrix: An empirical study on automatic border control system | |
| CN113418933B (en) | Flying shooting visual imaging detection system and method for detecting large-size object | |
| CN111415349A (en) | Method for detecting polyester filament yarn based on image processing technology | |
| CN109726660A (en) | A kind of remote sensing images ship identification method | |
| Fang et al. | Image quality assessment on image haze removal | |
| CN100340840C (en) | Method and device for optical form measurement and/or estimation | |
| CN113591825A (en) | Target search reconstruction method and device based on super-resolution network and storage medium | |
| CN112329893A (en) | Data-driven heterogeneous multi-target intelligent detection method and system | |
| Li et al. | Face detection based on depth information using HOG-LBP | |
| CN111611953B (en) | Target feature training-based oil pumping unit identification method and system | |
| CN1715551A (en) | Detecting method and device for textile bias filling |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| C06 | Publication | ||
| PB01 | Publication | ||
| C14 | Grant of patent or utility model | ||
| GR01 | Patent grant | ||
| C19 | Lapse of patent right due to non-payment of the annual fee | ||
| CF01 | Termination of patent right due to non-payment of annual fee |