SG11202006328YA - Image clustering method and apparatus, electronic device, and storage medium - Google Patents
Image clustering method and apparatus, electronic device, and storage mediumInfo
- Publication number
- SG11202006328YA SG11202006328YA SG11202006328YA SG11202006328YA SG11202006328YA SG 11202006328Y A SG11202006328Y A SG 11202006328YA SG 11202006328Y A SG11202006328Y A SG 11202006328YA SG 11202006328Y A SG11202006328Y A SG 11202006328YA SG 11202006328Y A SG11202006328Y A SG 11202006328YA
- Authority
- SG
- Singapore
- Prior art keywords
- electronic device
- storage medium
- clustering method
- image clustering
- image
- Prior art date
Links
Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/211—Selection of the most significant subset of features
- G06F18/2113—Selection of the most significant subset of features by ranking or filtering the set of features, e.g. using a measure of variance or of feature cross-correlation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/22—Matching criteria, e.g. proximity measures
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
- G06F18/232—Non-hierarchical techniques
- G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
- G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
- G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
- G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
- G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
- G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
- G06V10/761—Proximity, similarity or dissimilarity measures
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/762—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using clustering, e.g. of similar faces in social networks
- G06V10/763—Non-hierarchical techniques, e.g. based on statistics of modelling distributions
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
- G06V10/771—Feature selection, e.g. selecting representative features from a multi-dimensional feature space
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/168—Feature extraction; Face representation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/172—Classification, e.g. identification
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910204426.1A CN109800744B (en) | 2019-03-18 | 2019-03-18 | Image clustering method and device, electronic equipment and storage medium |
PCT/CN2019/101858 WO2020186689A1 (en) | 2019-03-18 | 2019-08-21 | Image clustering method and apparatus, electronic device, and storage medium |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11202006328YA true SG11202006328YA (en) | 2020-10-29 |
Family
ID=66563593
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11202006328YA SG11202006328YA (en) | 2019-03-18 | 2019-08-21 | Image clustering method and apparatus, electronic device, and storage medium |
Country Status (7)
Country | Link |
---|---|
US (1) | US11232288B2 (en) |
JP (1) | JP6926339B2 (en) |
KR (1) | KR20200113195A (en) |
CN (1) | CN109800744B (en) |
SG (1) | SG11202006328YA (en) |
TW (1) | TWI710964B (en) |
WO (1) | WO2020186689A1 (en) |
Families Citing this family (26)
Publication number | Priority date | Publication date | Assignee | Title |
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CN109800744B (en) * | 2019-03-18 | 2021-08-20 | 深圳市商汤科技有限公司 | Image clustering method and device, electronic equipment and storage medium |
CN110414429A (en) * | 2019-07-29 | 2019-11-05 | 佳都新太科技股份有限公司 | Face cluster method, apparatus, equipment and storage medium |
CN110458078B (en) * | 2019-08-05 | 2022-05-06 | 高新兴科技集团股份有限公司 | Face image data clustering method, system and equipment |
CN110502651B (en) * | 2019-08-15 | 2022-08-02 | 深圳市商汤科技有限公司 | Image processing method and device, electronic equipment and storage medium |
CN110781247B (en) * | 2019-09-23 | 2021-11-26 | 华为技术有限公司 | Vector clustering method, device and storage medium |
CN110705475B (en) * | 2019-09-30 | 2022-05-17 | 北京地平线机器人技术研发有限公司 | Method, apparatus, medium, and device for target object recognition |
CN111062407B (en) * | 2019-10-15 | 2023-12-19 | 深圳市商汤科技有限公司 | Image processing method and device, electronic equipment and storage medium |
US11763433B2 (en) * | 2019-11-14 | 2023-09-19 | Samsung Electronics Co., Ltd. | Depth image generation method and device |
CN111062431A (en) * | 2019-12-12 | 2020-04-24 | Oppo广东移动通信有限公司 | Image clustering method, image clustering device, electronic device, and storage medium |
US11676018B2 (en) * | 2020-01-30 | 2023-06-13 | Mediatek Inc. | Feature extraction with keypoint resampling and fusion (KRF) |
CN111291827B (en) * | 2020-02-28 | 2023-12-22 | 北京市商汤科技开发有限公司 | Image clustering method, device, equipment and storage medium |
CN111767909B (en) * | 2020-05-12 | 2022-02-01 | 合肥联宝信息技术有限公司 | Character recognition method and device and computer readable storage medium |
CN111695531B (en) * | 2020-06-16 | 2023-05-23 | 天津师范大学 | Cross-domain pedestrian re-identification method based on heterogeneous convolution network |
CN111898704A (en) * | 2020-08-17 | 2020-11-06 | 腾讯科技(深圳)有限公司 | Method and device for clustering content samples |
CN112101238A (en) * | 2020-09-17 | 2020-12-18 | 浙江商汤科技开发有限公司 | Clustering method and device, electronic equipment and storage medium |
KR20220053426A (en) | 2020-10-22 | 2022-04-29 | 삼성에스디에스 주식회사 | Apparatus and method of image clustering |
CN112307938B (en) * | 2020-10-28 | 2022-11-11 | 深圳市商汤科技有限公司 | Data clustering method and device, electronic equipment and storage medium |
JP7085605B2 (en) * | 2020-10-30 | 2022-06-16 | みずほリサーチ&テクノロジーズ株式会社 | Model evaluation system, model evaluation method and model evaluation program |
CN112560963A (en) * | 2020-12-17 | 2021-03-26 | 北京赢识科技有限公司 | Large-scale facial image clustering method and device, electronic equipment and medium |
CN113052245B (en) * | 2021-03-30 | 2023-08-25 | 重庆紫光华山智安科技有限公司 | Image clustering method and device, electronic equipment and storage medium |
CN113111934B (en) * | 2021-04-07 | 2023-08-08 | 杭州海康威视数字技术股份有限公司 | Image grouping method and device, electronic equipment and storage medium |
CN113361334B (en) * | 2021-05-18 | 2022-07-22 | 山东师范大学 | Convolutional pedestrian re-identification method and system based on key point optimization and multi-hop intention |
KR102414823B1 (en) * | 2021-11-02 | 2022-06-30 | 주식회사 에이젠글로벌 | Method for dividing financial segment for financial service and apparatus for performing the method |
CN114492678A (en) * | 2022-04-13 | 2022-05-13 | 深圳前海中电慧安科技有限公司 | Portrait clustering filing method, device, equipment and storage medium |
CN115273170A (en) * | 2022-06-14 | 2022-11-01 | 青岛云天励飞科技有限公司 | Image clustering method, device, equipment and computer readable storage medium |
CN115439676A (en) * | 2022-11-04 | 2022-12-06 | 浙江莲荷科技有限公司 | Image clustering method and device and electronic equipment |
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US7783135B2 (en) * | 2005-05-09 | 2010-08-24 | Like.Com | System and method for providing objectified image renderings using recognition information from images |
CN101414348A (en) * | 2007-10-19 | 2009-04-22 | 三星电子株式会社 | Method and system for identifying human face in multiple angles |
JP2010250634A (en) * | 2009-04-17 | 2010-11-04 | Seiko Epson Corp | Image server, image retrieval system, image retrieval method, and index creation method |
EP3074918B1 (en) * | 2013-11-30 | 2019-04-03 | Beijing Sensetime Technology Development Co., Ltd. | Method and system for face image recognition |
CN103902689B (en) * | 2014-03-26 | 2016-07-20 | 小米科技有限责任公司 | Clustering method, increment clustering method and relevant apparatus |
WO2015197029A1 (en) * | 2014-06-27 | 2015-12-30 | 北京奇虎科技有限公司 | Human face similarity recognition method and system |
CN105574512A (en) * | 2015-12-21 | 2016-05-11 | 小米科技有限责任公司 | Method and device for processing image |
CN105654039B (en) * | 2015-12-24 | 2019-09-17 | 小米科技有限责任公司 | The method and apparatus of image procossing |
CN105868309B (en) * | 2016-03-24 | 2019-05-24 | 广东微模式软件股份有限公司 | It is a kind of quickly to be searched and self-help print method based on facial image cluster and the image of identification technology |
CN106250821A (en) * | 2016-07-20 | 2016-12-21 | 南京邮电大学 | The face identification method that a kind of cluster is classified again |
CN106355170B (en) * | 2016-11-22 | 2020-03-20 | Tcl集团股份有限公司 | Photo classification method and device |
CN106815566B (en) * | 2016-12-29 | 2021-04-16 | 天津中科智能识别产业技术研究院有限公司 | Face retrieval method based on multitask convolutional neural network |
TWI731919B (en) * | 2017-01-19 | 2021-07-01 | 香港商斑馬智行網絡(香港)有限公司 | Image recognition method and device and metric learning method and device |
CN107609466A (en) * | 2017-07-26 | 2018-01-19 | 百度在线网络技术(北京)有限公司 | Face cluster method, apparatus, equipment and storage medium |
WO2019051801A1 (en) * | 2017-09-15 | 2019-03-21 | 广东欧珀移动通信有限公司 | Image processing method and apparatus, computer device, and non-volatile readable storage medium |
CN108154092B (en) * | 2017-12-13 | 2022-02-22 | 北京小米移动软件有限公司 | Face feature prediction method and device |
CN108875522B (en) * | 2017-12-21 | 2022-06-10 | 北京旷视科技有限公司 | Face clustering method, device and system and storage medium |
CN108171191B (en) * | 2018-01-05 | 2019-06-28 | 百度在线网络技术(北京)有限公司 | Method and apparatus for detecting face |
CN108229419B (en) * | 2018-01-22 | 2022-03-04 | 百度在线网络技术(北京)有限公司 | Method and apparatus for clustering images |
CN108280477B (en) * | 2018-01-22 | 2021-12-10 | 百度在线网络技术(北京)有限公司 | Method and apparatus for clustering images |
CN108491872B (en) * | 2018-03-16 | 2020-10-30 | 深圳市商汤科技有限公司 | Object re-recognition method and apparatus, electronic device, program, and storage medium |
CN108960043A (en) * | 2018-05-21 | 2018-12-07 | 东南大学 | A kind of personage's family relationship construction method for electron album management |
CN109063737A (en) * | 2018-07-03 | 2018-12-21 | Oppo广东移动通信有限公司 | Image processing method, device, storage medium and mobile terminal |
CN109117803B (en) * | 2018-08-21 | 2021-08-24 | 腾讯科技(深圳)有限公司 | Face image clustering method and device, server and storage medium |
CN109117808B (en) * | 2018-08-24 | 2020-11-03 | 深圳前海达闼云端智能科技有限公司 | Face recognition method and device, electronic equipment and computer readable medium |
CN109800744B (en) * | 2019-03-18 | 2021-08-20 | 深圳市商汤科技有限公司 | Image clustering method and device, electronic equipment and storage medium |
-
2019
- 2019-03-18 CN CN201910204426.1A patent/CN109800744B/en active Active
- 2019-08-20 TW TW108129691A patent/TWI710964B/en active
- 2019-08-21 KR KR1020207021163A patent/KR20200113195A/en not_active Application Discontinuation
- 2019-08-21 WO PCT/CN2019/101858 patent/WO2020186689A1/en active Application Filing
- 2019-08-21 JP JP2020533140A patent/JP6926339B2/en active Active
- 2019-08-21 SG SG11202006328YA patent/SG11202006328YA/en unknown
-
2020
- 2020-06-29 US US16/914,705 patent/US11232288B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
KR20200113195A (en) | 2020-10-06 |
TWI710964B (en) | 2020-11-21 |
CN109800744A (en) | 2019-05-24 |
WO2020186689A1 (en) | 2020-09-24 |
JP6926339B2 (en) | 2021-08-25 |
JP2021517998A (en) | 2021-07-29 |
CN109800744B (en) | 2021-08-20 |
US11232288B2 (en) | 2022-01-25 |
US20200327311A1 (en) | 2020-10-15 |
TW202036365A (en) | 2020-10-01 |
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