JP7512150B2 - 情報処理装置、情報処理方法およびプログラム - Google Patents

情報処理装置、情報処理方法およびプログラム Download PDF

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JP7512150B2
JP7512150B2 JP2020159662A JP2020159662A JP7512150B2 JP 7512150 B2 JP7512150 B2 JP 7512150B2 JP 2020159662 A JP2020159662 A JP 2020159662A JP 2020159662 A JP2020159662 A JP 2020159662A JP 7512150 B2 JP7512150 B2 JP 7512150B2
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洋佑 高田
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Canon Inc
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Canon Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G06T3/4015—Image demosaicing, e.g. colour filter arrays [CFA] or Bayer patterns
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/90—Determination of colour characteristics
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V10/56—Extraction of image or video features relating to colour
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V10/7747—Organisation of the process, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V10/7792—Active pattern-learning, e.g. online learning of image or video features based on feedback from supervisors the supervisor being an automated module, e.g. "intelligent oracle"
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
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  • General Health & Medical Sciences (AREA)
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  • Computer Vision & Pattern Recognition (AREA)
  • Multimedia (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
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  • Medical Informatics (AREA)
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JP2020159662A 2020-09-24 2020-09-24 情報処理装置、情報処理方法およびプログラム Active JP7512150B2 (ja)

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JP2020159662A JP7512150B2 (ja) 2020-09-24 2020-09-24 情報処理装置、情報処理方法およびプログラム
US17/412,298 US11995153B2 (en) 2020-09-24 2021-08-26 Information processing apparatus, information processing method, and storage medium

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CN115134042A (zh) * 2021-03-25 2022-09-30 中兴通讯股份有限公司 网络参数集合信息传输方法、装置、终端、基站和介质
JP7724643B2 (ja) 2021-06-24 2025-08-18 キヤノン株式会社 画像処理装置、画像処理方法、及びプログラム
JP7741654B2 (ja) 2021-06-24 2025-09-18 キヤノン株式会社 学習装置、画像処理装置、学習処理方法、及びプログラム
KR20230099227A (ko) * 2021-12-27 2023-07-04 삼성전자주식회사 영상 처리 장치 및 방법
CN114898122A (zh) * 2022-05-10 2022-08-12 阿里巴巴达摩院(杭州)科技有限公司 图像处理方法、存储介质以及计算机终端
JP7703495B2 (ja) * 2022-06-15 2025-07-07 株式会社東芝 学習データ生成装置、機械学習システム、学習データ生成方法およびプログラム
US12602738B2 (en) 2023-03-30 2026-04-14 Apple Inc. Noise reduction circuit with demosaic processing
WO2024252575A1 (ja) * 2023-06-07 2024-12-12 コニカミノルタ株式会社 学習制御装置、学習制御方法及びプログラム

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US20170185871A1 (en) 2015-12-29 2017-06-29 Qiang Zhang Method and apparatus of neural network based image signal processor

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WO2002050767A1 (fr) * 2000-12-07 2002-06-27 Kyowa Hakko Kogyo Co., Ltd. Procede et systeme de classification tres precise d'une grande quantite d'informations decrites avec des multivariables
US9572494B2 (en) * 2008-08-12 2017-02-21 New Jersy Institute of Technology Method and apparatus for multi-spectral imaging and analysis of skin lesions and biological tissues
JP6603253B2 (ja) * 2017-03-02 2019-11-06 本田技研工業株式会社 移動体制御システム、および移動体制御方法
JP6827911B2 (ja) 2017-11-22 2021-02-10 日本電信電話株式会社 音響モデル学習装置、音声認識装置、それらの方法、及びプログラム
CN110996131B (zh) * 2020-03-02 2020-11-10 腾讯科技（深圳）有限公司 视频编码方法、装置、计算机设备及存储介质
US11983846B2 (en) * 2020-05-13 2024-05-14 Qualcomm Incorporated Machine learning based image adjustment
JP7463186B2 (ja) 2020-05-26 2024-04-08 キヤノン株式会社 情報処理装置、情報処理方法及びプログラム
KR102798023B1 (ko) * 2020-07-29 2025-04-23 삼성전자주식회사 비디오 품질 평가 방법 및 장치

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Publication number Priority date Publication date Assignee Title
US20170185871A1 (en) 2015-12-29 2017-06-29 Qiang Zhang Method and apparatus of neural network based image signal processor

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