SG11202104263QA - Batch normalization data processing method and apparatus, electronic device, and storage medium - Google Patents

Batch normalization data processing method and apparatus, electronic device, and storage medium

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Publication number
SG11202104263QA
SG11202104263QA SG11202104263QA SG11202104263QA SG11202104263QA SG 11202104263Q A SG11202104263Q A SG 11202104263QA SG 11202104263Q A SG11202104263Q A SG 11202104263QA SG 11202104263Q A SG11202104263Q A SG 11202104263QA SG 11202104263Q A SG11202104263Q A SG 11202104263QA
Authority
SG
Singapore
Prior art keywords
electronic device
storage medium
data processing
processing method
batch normalization
Prior art date
Application number
SG11202104263QA
Inventor
Xinjiang Wang
Sheng Zhou
Litong Feng
Wei Zhang
Original Assignee
Shenzhen Sensetime Technology Co Ltd
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Publication date
Application filed by Shenzhen Sensetime Technology Co Ltd filed Critical Shenzhen Sensetime Technology Co Ltd
Publication of SG11202104263QA publication Critical patent/SG11202104263QA/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Image Analysis (AREA)
SG11202104263QA 2019-07-19 2019-10-11 Batch normalization data processing method and apparatus, electronic device, and storage medium SG11202104263QA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201910656284.2A CN110390394B (en) 2019-07-19 2019-07-19 Batch normalization data processing method and device, electronic equipment and storage medium
PCT/CN2019/110597 WO2021012406A1 (en) 2019-07-19 2019-10-11 Batch normalization data processing method and apparatus, electronic device, and storage medium

Publications (1)

Publication Number Publication Date
SG11202104263QA true SG11202104263QA (en) 2021-05-28

Family

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Family Applications (1)

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SG11202104263QA SG11202104263QA (en) 2019-07-19 2019-10-11 Batch normalization data processing method and apparatus, electronic device, and storage medium

Country Status (6)

Country Link
US (1) US20210241117A1 (en)
JP (1) JP2022512023A (en)
CN (1) CN110390394B (en)
SG (1) SG11202104263QA (en)
TW (1) TW202105260A (en)
WO (1) WO2021012406A1 (en)

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US10241528B1 (en) 2015-12-01 2019-03-26 Energyhub, Inc. Demand response technology utilizing a simulation engine to perform thermostat-based demand response simulations
US10746425B1 (en) 2017-03-08 2020-08-18 Energyhub, Inc. Thermal modeling technology
US10770897B1 (en) 2017-10-17 2020-09-08 Energyhub, Inc. Load reduction optimization
CN112861592B (en) * 2019-11-28 2023-12-29 北京达佳互联信息技术有限公司 Training method of image generation model, image processing method and device
CN111144556B (en) * 2019-12-31 2023-07-07 中国人民解放军国防科技大学 Hardware circuit of range batch normalization algorithm for deep neural network training and reasoning
CN111539460A (en) * 2020-04-09 2020-08-14 咪咕文化科技有限公司 Image classification method and device, electronic equipment and storage medium
US11355937B2 (en) * 2020-09-22 2022-06-07 Energy Hub, Inc. Electrical grid control and optimization
US11735916B2 (en) 2020-09-22 2023-08-22 Energyhub, Inc. Autonomous electrical grid management
CN112446428B (en) * 2020-11-27 2024-03-05 杭州海康威视数字技术股份有限公司 Image data processing method and device
CN112561047B (en) * 2020-12-22 2023-04-28 上海壁仞智能科技有限公司 Apparatus, method and computer readable storage medium for processing data
CN112541857B (en) * 2020-12-24 2022-09-16 南开大学 Image characterization method and system based on performance enhancement neural network batch normalization
CN112926646B (en) * 2021-02-22 2023-07-04 上海壁仞智能科技有限公司 Data batch normalization method, computing device, and computer-readable storage medium
CN113706647B (en) * 2021-07-30 2024-02-13 浪潮电子信息产业股份有限公司 Image coloring method and related device
CN115879513B (en) * 2023-03-03 2023-11-14 深圳精智达技术股份有限公司 Hierarchical standardization method and device for data and electronic equipment

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CN104573731B (en) * 2015-02-06 2018-03-23 厦门大学 Fast target detection method based on convolutional neural networks
US9633306B2 (en) * 2015-05-07 2017-04-25 Siemens Healthcare Gmbh Method and system for approximating deep neural networks for anatomical object detection
US10499056B2 (en) * 2016-03-09 2019-12-03 Sony Corporation System and method for video processing based on quantization parameter
JP2018068752A (en) * 2016-10-31 2018-05-10 株式会社Preferred Networks Machine learning device, machine learning method and program
CN106779062A (en) * 2016-11-23 2017-05-31 苏州科技大学 A kind of multi-layer perception (MLP) artificial neural network based on residual error network
CN110291540A (en) * 2017-02-10 2019-09-27 谷歌有限责任公司 Criticize renormalization layer
CN108229497B (en) * 2017-07-28 2021-01-05 北京市商汤科技开发有限公司 Image processing method, image processing apparatus, storage medium, computer program, and electronic device
CN107480640A (en) * 2017-08-16 2017-12-15 上海荷福人工智能科技(集团)有限公司 A kind of face alignment method based on two-value convolutional neural networks
CN108108677A (en) * 2017-12-12 2018-06-01 重庆邮电大学 One kind is based on improved CNN facial expression recognizing methods
CN109492556B (en) * 2018-10-28 2022-09-20 北京化工大学 Synthetic aperture radar target identification method for small sample residual error learning
CN109754002A (en) * 2018-12-24 2019-05-14 上海大学 A kind of steganalysis hybrid integrated method based on deep learning
CN110009051A (en) * 2019-04-11 2019-07-12 浙江立元通信技术股份有限公司 Feature extraction unit and method, DCNN model, recognition methods and medium

Also Published As

Publication number Publication date
WO2021012406A1 (en) 2021-01-28
US20210241117A1 (en) 2021-08-05
CN110390394B (en) 2021-11-05
JP2022512023A (en) 2022-02-01
TW202105260A (en) 2021-02-01
CN110390394A (en) 2019-10-29

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