JP6320112B2 - 情報処理装置、情報処理方法 - Google Patents

情報処理装置、情報処理方法 Download PDF

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JP6320112B2
JP6320112B2 JP2014066802A JP2014066802A JP6320112B2 JP 6320112 B2 JP6320112 B2 JP 6320112B2 JP 2014066802 A JP2014066802 A JP 2014066802A JP 2014066802 A JP2014066802 A JP 2014066802A JP 6320112 B2 JP6320112 B2 JP 6320112B2
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likelihood
identification
information processing
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JP2015191334A5 (enExample
JP2015191334A (ja
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内山　寛之
寛之 内山
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Canon Inc
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Canon Inc
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Application filed by Canon Inc filed Critical Canon Inc
Priority to CN201580016428.8A priority patent/CN106164980B/zh
Priority to PCT/JP2015/059828 priority patent/WO2015147317A1/en
Priority to EP15769968.7A priority patent/EP3092619B1/en
Priority to KR1020167029372A priority patent/KR101964397B1/ko
Priority to US15/121,899 priority patent/US10255517B2/en
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V40/103—Static body considered as a whole, e.g. static pedestrian or occupant recognition
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • 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 OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
    • G06F18/256—Fusion techniques of classification results, e.g. of results related to same input data of results relating to different input data, e.g. multimodal recognition
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • 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
    • 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
    • G06V10/80—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/809—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data
    • 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
    • G06V10/80—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/809—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data
    • G06V10/811—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data the classifiers operating on different input data, e.g. multi-modal recognition
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
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  • Artificial Intelligence (AREA)
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  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Probability & Statistics with Applications (AREA)
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JP2014066802A 2014-03-27 2014-03-27 情報処理装置、情報処理方法 Active JP6320112B2 (ja)

Priority Applications (6)

Application Number Priority Date Filing Date Title
JP2014066802A JP6320112B2 (ja) 2014-03-27 2014-03-27 情報処理装置、情報処理方法
PCT/JP2015/059828 WO2015147317A1 (en) 2014-03-27 2015-03-24 Information processing apparatus and information processing method
EP15769968.7A EP3092619B1 (en) 2014-03-27 2015-03-24 Information processing apparatus and information processing method
KR1020167029372A KR101964397B1 (ko) 2014-03-27 2015-03-24 정보처리장치 및 정보처리방법
CN201580016428.8A CN106164980B (zh) 2014-03-27 2015-03-24 信息处理装置以及信息处理方法
US15/121,899 US10255517B2 (en) 2014-03-27 2015-03-24 Information processing apparatus and information processing method

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JP2014066802A JP6320112B2 (ja) 2014-03-27 2014-03-27 情報処理装置、情報処理方法

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JP2015191334A5 JP2015191334A5 (enExample) 2017-05-18
JP6320112B2 true JP6320112B2 (ja) 2018-05-09

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EP (1) EP3092619B1 (enExample)
JP (1) JP6320112B2 (enExample)
KR (1) KR101964397B1 (enExample)
CN (1) CN106164980B (enExample)
WO (1) WO2015147317A1 (enExample)

Families Citing this family (33)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP6707131B2 (ja) * 2016-06-24 2020-06-10 オリンパス株式会社 画像処理装置、学習装置、画像処理方法、識別基準の作成方法、学習方法およびプログラム
JP6828333B2 (ja) * 2016-09-13 2021-02-10 富士ゼロックス株式会社 画像処理装置及び画像処理プログラム
JP6418211B2 (ja) * 2016-09-15 2018-11-07 オムロン株式会社 識別情報付与システム、識別情報付与装置、識別情報付与方法及びプログラム
JP6912890B2 (ja) * 2017-01-13 2021-08-04 キヤノン株式会社 情報処理装置、情報処理方法、システム
JP7058941B2 (ja) * 2017-01-16 2022-04-25 キヤノン株式会社 辞書生成装置、辞書生成方法、及びプログラム
CA3052845C (en) * 2017-02-09 2024-01-02 Laing O'rourke Australia Pty Ltd System for identifying a defined object
JP6438549B1 (ja) * 2017-08-24 2018-12-12 日本分光株式会社 機械学習を用いた未知化合物の分類方法
JP6930389B2 (ja) * 2017-11-16 2021-09-01 日本電信電話株式会社 画像収集装置、プログラム、及び方法
CN110163033B (zh) * 2018-02-13 2022-04-22 京东方科技集团股份有限公司 正样本获取方法、行人检测模型生成方法和行人检测方法
CN110197190B (zh) * 2018-02-27 2022-11-01 北京猎户星空科技有限公司 模型训练和物体的定位方法及装置
US11163862B2 (en) * 2018-05-16 2021-11-02 International Business Machines Corporation Authentication of users based on snapshots thereof taken in corresponding acquisition conditions
JP7056401B2 (ja) * 2018-06-18 2022-04-19 日本製鉄株式会社 連続鋳造用モールド内のボイル検出方法、連続鋳造鋳片の品質判定方法、連続鋳造設備の監視方法、連続鋳造用モールド内のボイル検出装置
US10706499B2 (en) * 2018-06-21 2020-07-07 Canon Kabushiki Kaisha Image processing using an artificial neural network
JP6976910B2 (ja) * 2018-07-04 2021-12-08 株式会社日立製作所 データ分類システム、データ分類方法、および、データ分類装置
JP7222519B2 (ja) * 2018-09-10 2023-02-15 公立大学法人岩手県立大学 オブジェクト識別システム、モデル学習システム、オブジェクト識別方法、モデル学習方法、プログラム
JP6695947B2 (ja) 2018-09-21 2020-05-20 ソニーセミコンダクタソリューションズ株式会社 固体撮像システム、画像処理方法及びプログラム
US11080867B2 (en) * 2019-01-03 2021-08-03 United States Of America As Represented By The Secretary Of The Army Motion-constrained, multiple-hypothesis, target- tracking technique
JP6756961B1 (ja) * 2019-03-29 2020-09-16 Ａｒｉｔｈｍｅｒ株式会社 作業支援装置、作業支援方法、プログラム、及び対象物検知モデル。
JP6508797B1 (ja) * 2019-01-17 2019-05-08 Ａｒｉｔｈｍｅｒ株式会社 作業支援装置、作業支援方法、プログラム、及び対象物検知モデル。
WO2020149242A1 (ja) * 2019-01-17 2020-07-23 Ａｒｉｔｈｍｅｒ株式会社 作業支援装置、作業支援方法、プログラム、及び対象物検知モデル。
JP7234718B2 (ja) * 2019-03-18 2023-03-08 富士フイルムビジネスイノベーション株式会社 情報処理装置、情報処理システム及びプログラム
US11610142B2 (en) * 2019-05-28 2023-03-21 Ati Technologies Ulc Safety monitor for image misclassification
JP7144384B2 (ja) * 2019-09-25 2022-09-29 Kddi株式会社 オブジェクト検出装置、方法及びプログラム
US20220319176A1 (en) * 2019-09-29 2022-10-06 Zackdang Company Method and device for recognizing object in image by means of machine learning
JP7028299B2 (ja) * 2020-10-07 2022-03-02 三菱電機株式会社 目標識別装置
US11687620B2 (en) 2020-12-17 2023-06-27 International Business Machines Corporation Artificial intelligence generated synthetic image data for use with machine language models
JP2022120967A (ja) * 2021-02-08 2022-08-19 富士通株式会社 モデル生成プログラム，モデル生成方法およびモデル生成装置
US20220343655A1 (en) * 2021-04-24 2022-10-27 Toshiba Tec Kabushiki Kaisha Method and system for facilitating social distancing
JP2024102390A (ja) * 2021-06-03 2024-07-31 コニカミノルタ株式会社 検査装置、検査方法、および検査プログラム
WO2023082788A1 (zh) * 2021-11-11 2023-05-19 新智我来网络科技有限公司 烟气含氧量负荷预测方法、预测模型选择方法、烟气排放预测方法及装置
JP7716068B2 (ja) * 2022-05-12 2025-07-31 Ｎｔｔ株式会社 画像物体検出装置、画像物体検出方法、及びプログラム
WO2023074075A1 (ja) * 2022-08-02 2023-05-04 三菱電機株式会社 推論装置、推論方法及び推論プログラム
JP7159503B1 (ja) * 2022-08-24 2022-10-24 セーフィー株式会社 情報処理システム、情報処理方法、及び情報処理プログラム

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4640155B2 (ja) * 2005-12-15 2011-03-02 ソニー株式会社 画像処理装置および方法、並びにプログラム
CN101315670B (zh) 2007-06-01 2010-08-11 清华大学 特定被摄体检测装置及其学习装置和学习方法
JP5096211B2 (ja) 2008-03-31 2012-12-12 富士フイルム株式会社 確率分布構築方法、確率分布構築装置、および確率分布構築プログラム、並びに被写体検出方法、被写体検出装置、および被写体検出プログラム
US8107726B2 (en) * 2008-06-18 2012-01-31 Samsung Electronics Co., Ltd. System and method for class-specific object segmentation of image data
JP5261312B2 (ja) * 2009-07-30 2013-08-14 富士フイルム株式会社 画像解析装置、画像解析方法およびプログラム
JP5209593B2 (ja) * 2009-12-09 2013-06-12 日本電信電話株式会社 映像編集装置，映像編集方法および映像編集プログラム
US8565482B2 (en) 2011-02-28 2013-10-22 Seiko Epson Corporation Local difference pattern based local background modeling for object detection
JP5769488B2 (ja) * 2011-04-27 2015-08-26 キヤノン株式会社 認識装置、認識方法及びプログラム
US9001199B2 (en) * 2011-04-29 2015-04-07 Tata Consultancy Services Limited System and method for human detection and counting using background modeling, HOG and Haar features
JP5830784B2 (ja) * 2011-06-23 2015-12-09 サイバーアイ・エンタテインメント株式会社 画像認識システムを組込んだ関連性検索によるインタレスト・グラフ収集システム
US9367733B2 (en) * 2012-11-21 2016-06-14 Pelco, Inc. Method and apparatus for detecting people by a surveillance system
JP6482195B2 (ja) 2014-07-02 2019-03-13 キヤノン株式会社 画像認識装置、画像認識方法及びプログラム
JP6525635B2 (ja) 2015-02-25 2019-06-05 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

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Publication number Publication date
CN106164980A (zh) 2016-11-23
KR101964397B1 (ko) 2019-04-01
CN106164980B (zh) 2020-06-30
US10255517B2 (en) 2019-04-09
EP3092619A1 (en) 2016-11-16
EP3092619A4 (en) 2017-09-20
US20170017859A1 (en) 2017-01-19
JP2015191334A (ja) 2015-11-02
EP3092619B1 (en) 2023-05-10
KR20160136391A (ko) 2016-11-29
WO2015147317A1 (en) 2015-10-01

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