SG11201912721YA - Image processing methods, training methods, apparatuses, devices, media, and programs - Google Patents

Image processing methods, training methods, apparatuses, devices, media, and programs

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Publication number
SG11201912721YA
SG11201912721YA SG11201912721YA SG11201912721YA SG11201912721YA SG 11201912721Y A SG11201912721Y A SG 11201912721YA SG 11201912721Y A SG11201912721Y A SG 11201912721YA SG 11201912721Y A SG11201912721Y A SG 11201912721YA SG 11201912721Y A SG11201912721Y A SG 11201912721YA
Authority
SG
Singapore
Prior art keywords
methods
apparatuses
programs
media
devices
Prior art date
Application number
SG11201912721YA
Other languages
English (en)
Inventor
Yi Wei
Hongwei Qin
Original Assignee
Beijing Sensetime Technology Development 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.)
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Publication date
Application filed by Beijing Sensetime Technology Development Co Ltd filed Critical Beijing Sensetime Technology Development Co Ltd
Publication of SG11201912721YA publication Critical patent/SG11201912721YA/en

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    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/096—Transfer learning
    • 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
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • 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
    • G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
    • G06F18/2178—Validation; Performance evaluation; Active pattern learning techniques based on feedback of a supervisor
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • 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
    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • 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
    • 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
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • 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
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • 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
    • G06V10/778—Active pattern-learning, e.g. online learning of image or video features
    • G06V10/7784—Active pattern-learning, e.g. online learning of image or video features based on feedback from supervisors
    • 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Databases & Information Systems (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
SG11201912721YA 2018-04-25 2018-11-21 Image processing methods, training methods, apparatuses, devices, media, and programs SG11201912721YA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201810380453.XA CN108830288A (zh) 2018-04-25 2018-04-25 图像处理方法、神经网络的训练方法、装置、设备及介质
PCT/CN2018/116574 WO2019205604A1 (zh) 2018-04-25 2018-11-21 图像处理方法、训练方法、装置、设备、介质及程序

Publications (1)

Publication Number Publication Date
SG11201912721YA true SG11201912721YA (en) 2020-01-30

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
SG11201912721YA SG11201912721YA (en) 2018-04-25 2018-11-21 Image processing methods, training methods, apparatuses, devices, media, and programs

Country Status (6)

Country Link
US (1) US11334763B2 (zh)
JP (1) JP2021507397A (zh)
KR (1) KR102478000B1 (zh)
CN (1) CN108830288A (zh)
SG (1) SG11201912721YA (zh)
WO (1) WO2019205604A1 (zh)

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CN109583576B (zh) * 2018-12-17 2020-11-06 上海联影智能医疗科技有限公司 一种医学图像处理装置及方法
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CN111383157B (zh) * 2018-12-29 2023-04-14 北京市商汤科技开发有限公司 图像处理方法、装置、车载运算平台、电子设备及系统
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CN110009052B (zh) * 2019-04-11 2022-11-18 腾讯科技（深圳）有限公司 一种图像识别的方法、图像识别模型训练的方法及装置
CN110363297A (zh) * 2019-07-05 2019-10-22 上海商汤临港智能科技有限公司 神经网络训练及图像处理方法、装置、设备和介质
CN112784978A (zh) * 2019-11-08 2021-05-11 佳能株式会社 训练神经网络的方法、装置和系统及存储指令的存储介质
CN111027551B (zh) * 2019-12-17 2023-07-07 腾讯科技（深圳）有限公司 图像处理方法、设备和介质
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CN111488476B (zh) * 2020-04-03 2023-06-27 北京爱芯科技有限公司 图像推送方法、模型训练方法及对应装置
CN111598793A (zh) * 2020-04-24 2020-08-28 云南电网有限责任公司电力科学研究院 一种用于输电线路图像去雾的方法、系统及存储介质
CN113627456B (zh) * 2020-05-09 2024-03-19 杭州海康威视数字技术股份有限公司 生成基准数据的方法和装置
CN111724306B (zh) * 2020-06-19 2022-07-08 福州大学 一种基于卷积神经网络的图像缩小方法及系统
CN111967597A (zh) * 2020-08-18 2020-11-20 上海商汤临港智能科技有限公司 神经网络训练及图像分类方法、装置、存储介质、设备
CN111767711B (zh) * 2020-09-02 2020-12-08 之江实验室 基于知识蒸馏的预训练语言模型的压缩方法及平台
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Publication number Publication date
US20200104642A1 (en) 2020-04-02
US11334763B2 (en) 2022-05-17
CN108830288A (zh) 2018-11-16
KR102478000B1 (ko) 2022-12-15
JP2021507397A (ja) 2021-02-22
WO2019205604A1 (zh) 2019-10-31
KR20200087807A (ko) 2020-07-21

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