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
-
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Software Systems (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Computing Systems (AREA)
- Multimedia (AREA)
- Databases & Information Systems (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Mathematical Physics (AREA)
- Medical Informatics (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Biophysics (AREA)
- Computational Linguistics (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Probability & Statistics with Applications (AREA)
- Human Computer Interaction (AREA)
- Computational Mathematics (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Biodiversity & Conservation Biology (AREA)
- Algebra (AREA)
- Image Analysis (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910204426.1A CN109800744B (zh) | 2019-03-18 | 2019-03-18 | 图像聚类方法及装置、电子设备和存储介质 |
PCT/CN2019/101858 WO2020186689A1 (zh) | 2019-03-18 | 2019-08-21 | 图像聚类方法及装置、电子设备和存储介质 |
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 (zh) |
JP (1) | JP6926339B2 (zh) |
KR (1) | KR20200113195A (zh) |
CN (1) | CN109800744B (zh) |
SG (1) | SG11202006328YA (zh) |
TW (1) | TWI710964B (zh) |
WO (1) | WO2020186689A1 (zh) |
Families Citing this family (26)
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CN109800744B (zh) * | 2019-03-18 | 2021-08-20 | 深圳市商汤科技有限公司 | 图像聚类方法及装置、电子设备和存储介质 |
CN110414429A (zh) * | 2019-07-29 | 2019-11-05 | 佳都新太科技股份有限公司 | 人脸聚类方法、装置、设备和存储介质 |
CN110458078B (zh) * | 2019-08-05 | 2022-05-06 | 高新兴科技集团股份有限公司 | 一种人脸图像数据聚类方法、系统及设备 |
CN110502651B (zh) * | 2019-08-15 | 2022-08-02 | 深圳市商汤科技有限公司 | 图像处理方法及装置、电子设备和存储介质 |
CN110781247B (zh) * | 2019-09-23 | 2021-11-26 | 华为技术有限公司 | 向量聚类方法、装置及存储介质 |
CN110705475B (zh) * | 2019-09-30 | 2022-05-17 | 北京地平线机器人技术研发有限公司 | 用于目标对象识别的方法、装置、介质以及设备 |
CN111062407B (zh) * | 2019-10-15 | 2023-12-19 | 深圳市商汤科技有限公司 | 图像处理方法及装置、电子设备和存储介质 |
US11763433B2 (en) * | 2019-11-14 | 2023-09-19 | Samsung Electronics Co., Ltd. | Depth image generation method and device |
CN111062431A (zh) * | 2019-12-12 | 2020-04-24 | Oppo广东移动通信有限公司 | 图像聚类方法、图像聚类装置、电子设备及存储介质 |
US11676018B2 (en) * | 2020-01-30 | 2023-06-13 | Mediatek Inc. | Feature extraction with keypoint resampling and fusion (KRF) |
CN111291827B (zh) * | 2020-02-28 | 2023-12-22 | 北京市商汤科技开发有限公司 | 图像聚类方法、装置、设备及存储介质 |
CN111767909B (zh) * | 2020-05-12 | 2022-02-01 | 合肥联宝信息技术有限公司 | 一种字符识别方法、设备及计算机可读存储介质 |
CN111695531B (zh) * | 2020-06-16 | 2023-05-23 | 天津师范大学 | 一种基于异构卷积网络的跨域行人再识别方法 |
CN111898704B (zh) * | 2020-08-17 | 2024-05-10 | 腾讯科技(深圳)有限公司 | 对内容样本进行聚类的方法和装置 |
CN112101238A (zh) * | 2020-09-17 | 2020-12-18 | 浙江商汤科技开发有限公司 | 聚类方法及装置、电子设备和存储介质 |
KR20220053426A (ko) | 2020-10-22 | 2022-04-29 | 삼성에스디에스 주식회사 | 이미지 클러스터링 장치 및 방법 |
CN112307938B (zh) * | 2020-10-28 | 2022-11-11 | 深圳市商汤科技有限公司 | 数据聚类方法及其装置、电子设备、存储介质 |
JP7085605B2 (ja) * | 2020-10-30 | 2022-06-16 | みずほリサーチ&テクノロジーズ株式会社 | モデル評価システム、モデル評価方法及びモデル評価プログラム |
CN112560963A (zh) * | 2020-12-17 | 2021-03-26 | 北京赢识科技有限公司 | 大规模人脸图像聚类方法、装置、电子设备及介质 |
CN113052245B (zh) * | 2021-03-30 | 2023-08-25 | 重庆紫光华山智安科技有限公司 | 图像聚类方法和装置、电子设备及存储介质 |
CN113111934B (zh) * | 2021-04-07 | 2023-08-08 | 杭州海康威视数字技术股份有限公司 | 一种图像分组方法、装置、电子设备及存储介质 |
CN113361334B (zh) * | 2021-05-18 | 2022-07-22 | 山东师范大学 | 基于关键点优化和多跳注意图卷积行人重识别方法及系统 |
KR102414823B1 (ko) * | 2021-11-02 | 2022-06-30 | 주식회사 에이젠글로벌 | 금융 서비스를 위한 금융 세그먼트 분화 방법 및 이러한 방법을 수행하는 장치 |
CN114492678A (zh) * | 2022-04-13 | 2022-05-13 | 深圳前海中电慧安科技有限公司 | 一种人像聚类建档方法、装置、设备及存储介质 |
CN115273170A (zh) * | 2022-06-14 | 2022-11-01 | 青岛云天励飞科技有限公司 | 图像聚类方法、装置、设备及计算机可读存储介质 |
CN115439676A (zh) * | 2022-11-04 | 2022-12-06 | 浙江莲荷科技有限公司 | 图像聚类方法、装置以及电子设备 |
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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 (zh) * | 2007-10-19 | 2009-04-22 | 三星电子株式会社 | 多角度人脸识别方法和系统 |
JP2010250634A (ja) * | 2009-04-17 | 2010-11-04 | Seiko Epson Corp | 画像サーバー、画像検索システム、画像検索方法およびインデックス作成方法 |
US9530047B1 (en) * | 2013-11-30 | 2016-12-27 | Beijing Sensetime Technology Development Co., Ltd. | Method and system for face image recognition |
CN103902689B (zh) * | 2014-03-26 | 2016-07-20 | 小米科技有限责任公司 | 聚类方法、增量聚类方法及相关装置 |
US20170132457A1 (en) * | 2014-06-27 | 2017-05-11 | Beijing Qihoo Technology Company Limited | Human face similarity recognition method and system |
CN105574512A (zh) * | 2015-12-21 | 2016-05-11 | 小米科技有限责任公司 | 图像处理的方法和装置 |
CN105654039B (zh) * | 2015-12-24 | 2019-09-17 | 小米科技有限责任公司 | 图像处理的方法和装置 |
CN105868309B (zh) * | 2016-03-24 | 2019-05-24 | 广东微模式软件股份有限公司 | 一种基于人脸图像聚类和识别技术的图像快速查找和自助打印方法 |
CN106250821A (zh) * | 2016-07-20 | 2016-12-21 | 南京邮电大学 | 一种聚类再分类的人脸识别方法 |
CN106355170B (zh) * | 2016-11-22 | 2020-03-20 | Tcl集团股份有限公司 | 照片分类方法及装置 |
CN106815566B (zh) * | 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 | 一种基于多任务卷积神经网络的人脸检索方法 |
TWI731919B (zh) * | 2017-01-19 | 2021-07-01 | 香港商斑馬智行網絡(香港)有限公司 | 圖像識別方法與裝置及度量學習方法與裝置 |
CN107609466A (zh) * | 2017-07-26 | 2018-01-19 | 百度在线网络技术(北京)有限公司 | 人脸聚类方法、装置、设备及存储介质 |
EP3680785A4 (en) * | 2017-09-15 | 2020-09-23 | Guangdong Oppo Mobile Telecommunications Corp., Ltd. | IMAGE PROCESSING PROCESS AND APPARATUS, COMPUTER DEVICE AND NON-VOLATIL READABLE INFORMATION MEDIA |
CN108154092B (zh) * | 2017-12-13 | 2022-02-22 | 北京小米移动软件有限公司 | 人脸特征预测方法及装置 |
CN108875522B (zh) * | 2017-12-21 | 2022-06-10 | 北京旷视科技有限公司 | 人脸聚类方法、装置和系统及存储介质 |
CN108171191B (zh) * | 2018-01-05 | 2019-06-28 | 百度在线网络技术(北京)有限公司 | 用于检测人脸的方法和装置 |
CN108229419B (zh) * | 2018-01-22 | 2022-03-04 | 百度在线网络技术(北京)有限公司 | 用于聚类图像的方法和装置 |
CN108280477B (zh) * | 2018-01-22 | 2021-12-10 | 百度在线网络技术(北京)有限公司 | 用于聚类图像的方法和装置 |
CN108491872B (zh) * | 2018-03-16 | 2020-10-30 | 深圳市商汤科技有限公司 | 目标再识别方法和装置、电子设备、程序和存储介质 |
CN108960043A (zh) * | 2018-05-21 | 2018-12-07 | 东南大学 | 一种用于电子相册管理的人物家庭关系构建方法 |
CN109063737A (zh) * | 2018-07-03 | 2018-12-21 | Oppo广东移动通信有限公司 | 图像处理方法、装置、存储介质及移动终端 |
CN109117803B (zh) * | 2018-08-21 | 2021-08-24 | 腾讯科技(深圳)有限公司 | 人脸图像的聚类方法、装置、服务器及存储介质 |
CN109117808B (zh) * | 2018-08-24 | 2020-11-03 | 深圳前海达闼云端智能科技有限公司 | 面部识别方法、装置、电子设备及计算机可读介质 |
CN109800744B (zh) * | 2019-03-18 | 2021-08-20 | 深圳市商汤科技有限公司 | 图像聚类方法及装置、电子设备和存储介质 |
-
2019
- 2019-03-18 CN CN201910204426.1A patent/CN109800744B/zh active Active
- 2019-08-20 TW TW108129691A patent/TWI710964B/zh active
- 2019-08-21 JP JP2020533140A patent/JP6926339B2/ja active Active
- 2019-08-21 SG SG11202006328YA patent/SG11202006328YA/en unknown
- 2019-08-21 WO PCT/CN2019/101858 patent/WO2020186689A1/zh active Application Filing
- 2019-08-21 KR KR1020207021163A patent/KR20200113195A/ko not_active Application Discontinuation
-
2020
- 2020-06-29 US US16/914,705 patent/US11232288B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
CN109800744A (zh) | 2019-05-24 |
CN109800744B (zh) | 2021-08-20 |
US11232288B2 (en) | 2022-01-25 |
US20200327311A1 (en) | 2020-10-15 |
WO2020186689A1 (zh) | 2020-09-24 |
JP2021517998A (ja) | 2021-07-29 |
JP6926339B2 (ja) | 2021-08-25 |
TW202036365A (zh) | 2020-10-01 |
TWI710964B (zh) | 2020-11-21 |
KR20200113195A (ko) | 2020-10-06 |
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