CN110991627B - 信息处理装置、信息处理方法 - Google Patents

信息处理装置、信息处理方法 Download PDF

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CN110991627B
CN110991627B CN201910933454.7A CN201910933454A CN110991627B CN 110991627 B CN110991627 B CN 110991627B CN 201910933454 A CN201910933454 A CN 201910933454A CN 110991627 B CN110991627 B CN 110991627B
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data
multiplication
shift
information processing
accumulation
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CN110991627A (zh
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陈则玮
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Canon Inc
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Canon Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/97—Determining parameters from multiple pictures
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F5/00—Methods or arrangements for data conversion without changing the order or content of the data handled
    • G06F5/01—Methods or arrangements for data conversion without changing the order or content of the data handled for shifting, e.g. justifying, scaling, normalising
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F7/38—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
    • G06F7/48—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
    • G06F7/544—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices for evaluating functions by calculation
    • G06F7/5443—Sum of products
    • 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
    • G06N3/0464—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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0495—Quantised networks; Sparse networks; Compressed 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
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • 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
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10016—Video; Image sequence
    • 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
    • G06T2207/20084—Artificial neural networks [ANN]

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Image Processing (AREA)
  • Complex Calculations (AREA)
CN201910933454.7A 2018-10-03 2019-09-29 信息处理装置、信息处理方法 Active CN110991627B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2018-188612 2018-10-03
JP2018188612A JP7165018B2 (ja) 2018-10-03 2018-10-03 情報処理装置、情報処理方法

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CN110991627A CN110991627A (zh) 2020-04-10
CN110991627B true CN110991627B (zh) 2025-01-07

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US (2) US11468600B2 (enExample)
EP (1) EP3633559B1 (enExample)
JP (2) JP7165018B2 (enExample)
KR (2) KR102574307B1 (enExample)
CN (1) CN110991627B (enExample)

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JP7165018B2 (ja) * 2018-10-03 2022-11-02 キヤノン株式会社 情報処理装置、情報処理方法
US12039430B2 (en) * 2019-11-15 2024-07-16 Samsung Electronics Co., Ltd. Electronic device and method for inference binary and ternary neural networks
CN114201129B (zh) * 2020-09-18 2024-11-15 比亚迪股份有限公司 智能设备的屏幕投影方法、装置、存储介质及终端
CN112346703B (zh) * 2020-11-24 2021-10-22 华中科技大学 一种用于卷积神经网络计算的全局平均池化电路
JP7719617B2 (ja) * 2021-03-19 2025-08-06 キヤノン株式会社 画像処理装置、画像処理方法
CN114565501B (zh) * 2022-02-21 2024-03-22 格兰菲智能科技有限公司 用于卷积运算的数据加载方法及其装置
JP2024026993A (ja) * 2022-08-16 2024-02-29 キヤノン株式会社 情報処理装置、情報処理方法

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JP4571903B2 (ja) 2005-12-02 2010-10-27 富士通株式会社 演算処理装置，情報処理装置，及び演算処理方法
US9031006B2 (en) * 2008-03-13 2015-05-12 Samsung Electronics Co., Ltd Apparatus and method for using guard band as data subcarrier in communication system supporting frequency overlay
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JP5589628B2 (ja) * 2010-07-12 2014-09-17 株式会社リコー 内積演算装置および内積演算方法
JP2013152454A (ja) 2011-12-27 2013-08-08 Canon Inc 画像処理装置、画像処理システム、画像処理方法および画像処理プログラム
CN105850134B (zh) 2013-12-27 2020-02-14 索尼公司 图像处理装置及方法
US20160328645A1 (en) * 2015-05-08 2016-11-10 Qualcomm Incorporated Reduced computational complexity for fixed point neural network
JP6700712B2 (ja) * 2015-10-21 2020-05-27 キヤノン株式会社 畳み込み演算装置
US10546211B2 (en) * 2016-07-01 2020-01-28 Google Llc Convolutional neural network on programmable two dimensional image processor
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JP6961011B2 (ja) * 2016-12-09 2021-11-05 ベイジン ホライズン インフォメーション テクノロジー カンパニー リミテッド データ管理のためのシステム及び方法
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JP2019074967A (ja) * 2017-10-17 2019-05-16 キヤノン株式会社 フィルタ処理装置およびその制御方法
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JP7165018B2 (ja) * 2018-10-03 2022-11-02 キヤノン株式会社 情報処理装置、情報処理方法
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JP7659373B2 (ja) * 2020-07-09 2025-04-09 キヤノン株式会社 畳み込みニューラルネットワーク処理装置

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Publication number Publication date
KR20200038414A (ko) 2020-04-13
US20220414938A1 (en) 2022-12-29
CN110991627A (zh) 2020-04-10
JP2020057286A (ja) 2020-04-09
EP3633559A1 (en) 2020-04-08
JP7165018B2 (ja) 2022-11-02
KR102585470B1 (ko) 2023-10-06
KR20230130591A (ko) 2023-09-12
US11468600B2 (en) 2022-10-11
EP3633559B1 (en) 2025-05-21
JP7414930B2 (ja) 2024-01-16
KR102574307B1 (ko) 2023-09-05
US20200111235A1 (en) 2020-04-09
US11810330B2 (en) 2023-11-07
JP2022188301A (ja) 2022-12-20

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