DE112021005280T5 - Maschinelle Lernvorrichtung und ein maschinelles Lernverfahren - Google Patents

Maschinelle Lernvorrichtung und ein maschinelles Lernverfahren Download PDF

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Publication number
DE112021005280T5
DE112021005280T5 DE112021005280.2T DE112021005280T DE112021005280T5 DE 112021005280 T5 DE112021005280 T5 DE 112021005280T5 DE 112021005280 T DE112021005280 T DE 112021005280T DE 112021005280 T5 DE112021005280 T5 DE 112021005280T5
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machine learning
inference
unit
data
training
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DE112021005280.2T
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German (de)
English (en)
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Weijia LI
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Fanuc Corp
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Fanuc Corp
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    • 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
    • G06V10/776—Validation; Performance evaluation
    • 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
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00—Program-control systems
    • G05B19/02—Program-control systems electric
    • G05B19/04—Program control other than numerical control, i.e. in sequence controllers or logic controllers
    • G05B19/042—Program control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
    • 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
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/0985—Hyperparameter optimisation; Meta-learning; Learning-to-learn
    • 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
    • G06V10/7715—Feature extraction, e.g. by transforming the feature space, e.g. multi-dimensional scaling [MDS]; Mappings, e.g. subspace methods
    • 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
    • G06V10/87—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using selection of the recognition techniques, e.g. of a classifier in a multiple classifier system
    • 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
    • G06N3/048—Activation functions

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Multimedia (AREA)
  • Medical Informatics (AREA)
  • Automation & Control Theory (AREA)
  • Image Analysis (AREA)
  • Manipulator (AREA)
DE112021005280.2T 2020-12-25 2021-12-20 Maschinelle Lernvorrichtung und ein maschinelles Lernverfahren Pending DE112021005280T5 (de)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2020216583 2020-12-25
JP2020-216583 2020-12-25
PCT/JP2021/046971 WO2022138545A1 (ja) 2020-12-25 2021-12-20 機械学習装置、及び機械学習方法

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DE112021005280T5 true DE112021005280T5 (de) 2023-11-02

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US (1) US20230419643A1 (https=)
JP (1) JP7556983B2 (https=)
CN (1) CN116601651A (https=)
DE (1) DE112021005280T5 (https=)
TW (1) TWI888681B (https=)
WO (1) WO2022138545A1 (https=)

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JP7336503B2 (ja) * 2021-12-27 2023-08-31 Ｆｓｘ株式会社 サーバ及びおしぼり管理システム

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JP2020077231A (ja) 2018-11-08 2020-05-21 富士通株式会社 位置検出プログラム、位置検出方法及び位置検出装置

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EP2525306A4 (en) * 2010-01-14 2018-01-10 Nec Corporation Pattern recognition device, pattern recognition method and pattern recognition-use program
WO2013065220A1 (ja) * 2011-11-02 2013-05-10 パナソニック株式会社 画像認識装置、画像認識方法、及び集積回路
CN104036451B (zh) * 2014-06-20 2018-12-11 深圳市腾讯计算机系统有限公司 基于多图形处理器的模型并行处理方法及装置
US10229317B2 (en) * 2016-08-06 2019-03-12 X Development Llc Selectively downloading targeted object recognition modules
CN107945507B (zh) * 2016-10-13 2020-08-11 腾讯科技（深圳）有限公司 行程时间预测方法及装置
JP6695843B2 (ja) * 2017-09-25 2020-05-20 ファナック株式会社 装置、及びロボットシステム
JP6662836B2 (ja) * 2017-11-24 2020-03-11 ファナック株式会社 収容領域又は治具にワークを配置するワーク配置システム
US11455501B2 (en) * 2018-02-21 2022-09-27 Hewlett-Packard Development Company, L.P. Response based on hierarchical models
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JP6911798B2 (ja) * 2018-03-15 2021-07-28 オムロン株式会社 ロボットの動作制御装置
JP7096034B2 (ja) * 2018-03-28 2022-07-05 株式会社パスコ 建築物抽出システム
JP6828762B2 (ja) * 2019-03-15 2021-02-10 ダイキン工業株式会社 機械学習装置、及び、磁気軸受装置
WO2021149118A1 (ja) * 2020-01-20 2021-07-29 楽天株式会社 情報処理装置、情報処理方法およびプログラム
KR20220004453A (ko) * 2020-07-03 2022-01-11 삼성전자주식회사 객체를 인식하는 전자 장치 및 그 동작 방법
US11288797B2 (en) * 2020-07-08 2022-03-29 International Business Machines Corporation Similarity based per item model selection for medical imaging
CN116057548A (zh) * 2020-09-25 2023-05-02 发那科株式会社 推论计算处理装置以及推论计算处理方法
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JP7840015B2 (ja) * 2022-09-21 2026-04-03 グローリー株式会社 画像処理装置、学習モデルの生産方法、および推論方法

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JP2020077231A (ja) 2018-11-08 2020-05-21 富士通株式会社 位置検出プログラム、位置検出方法及び位置検出装置

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JP7556983B2 (ja) 2024-09-26
TWI888681B (zh) 2025-07-01
WO2022138545A1 (ja) 2022-06-30
JPWO2022138545A1 (https=) 2022-06-30
CN116601651A (zh) 2023-08-15
US20230419643A1 (en) 2023-12-28
TW202226071A (zh) 2022-07-01

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