FR3025344B1 - Reseau de neurones convolutionnels - Google Patents
Reseau de neurones convolutionnelsInfo
- Publication number
- FR3025344B1 FR3025344B1 FR1458088A FR1458088A FR3025344B1 FR 3025344 B1 FR3025344 B1 FR 3025344B1 FR 1458088 A FR1458088 A FR 1458088A FR 1458088 A FR1458088 A FR 1458088A FR 3025344 B1 FR3025344 B1 FR 3025344B1
- Authority
- FR
- France
- Prior art keywords
- network
- convolutional neurons
- convolutional
- neurons
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Fee Related
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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
- G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Computational Linguistics (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Neurology (AREA)
- Image Analysis (AREA)
- Complex Calculations (AREA)
Priority Applications (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR1458088A FR3025344B1 (fr) | 2014-08-28 | 2014-08-28 | Reseau de neurones convolutionnels |
US15/505,231 US11055608B2 (en) | 2014-08-28 | 2015-08-18 | Convolutional neural network |
PCT/EP2015/068955 WO2016030230A1 (fr) | 2014-08-28 | 2015-08-18 | Reseau de neurones convolutionnels |
EP15756132.5A EP3186752A1 (fr) | 2014-08-28 | 2015-08-18 | Reseau de neurones convolutionnels |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR1458088A FR3025344B1 (fr) | 2014-08-28 | 2014-08-28 | Reseau de neurones convolutionnels |
Publications (2)
Publication Number | Publication Date |
---|---|
FR3025344A1 FR3025344A1 (fr) | 2016-03-04 |
FR3025344B1 true FR3025344B1 (fr) | 2017-11-24 |
Family
ID=52450266
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
FR1458088A Expired - Fee Related FR3025344B1 (fr) | 2014-08-28 | 2014-08-28 | Reseau de neurones convolutionnels |
Country Status (4)
Country | Link |
---|---|
US (1) | US11055608B2 (fr) |
EP (1) | EP3186752A1 (fr) |
FR (1) | FR3025344B1 (fr) |
WO (1) | WO2016030230A1 (fr) |
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DE102015000120A1 (de) * | 2015-01-07 | 2016-07-07 | Merck Patent Gmbh | Elektronisches Bauelement |
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FR3050846B1 (fr) | 2016-04-27 | 2019-05-03 | Commissariat A L'energie Atomique Et Aux Energies Alternatives | Dispositif et procede de distribution de donnees de convolution d'un reseau de neurones convolutionnel |
CN109086877B (zh) * | 2016-04-29 | 2020-05-08 | 中科寒武纪科技股份有限公司 | 一种用于执行卷积神经网络正向运算的装置和方法 |
GB201607713D0 (en) | 2016-05-03 | 2016-06-15 | Imagination Tech Ltd | Convolutional neural network |
US9646243B1 (en) | 2016-09-12 | 2017-05-09 | International Business Machines Corporation | Convolutional neural networks using resistive processing unit array |
US9715656B1 (en) | 2016-09-12 | 2017-07-25 | International Business Machines Corporation | Killing asymmetric resistive processing units for neural network training |
US10366302B2 (en) | 2016-10-10 | 2019-07-30 | Gyrfalcon Technology Inc. | Hierarchical category classification scheme using multiple sets of fully-connected networks with a CNN based integrated circuit as feature extractor |
US10366328B2 (en) | 2017-09-19 | 2019-07-30 | Gyrfalcon Technology Inc. | Approximating fully-connected layers with multiple arrays of 3x3 convolutional filter kernels in a CNN based integrated circuit |
US10360470B2 (en) | 2016-10-10 | 2019-07-23 | Gyrfalcon Technology Inc. | Implementation of MobileNet in a CNN based digital integrated circuit |
US10402628B2 (en) | 2016-10-10 | 2019-09-03 | Gyrfalcon Technology Inc. | Image classification systems based on CNN based IC and light-weight classifier |
US10339445B2 (en) | 2016-10-10 | 2019-07-02 | Gyrfalcon Technology Inc. | Implementation of ResNet in a CNN based digital integrated circuit |
US9940534B1 (en) * | 2016-10-10 | 2018-04-10 | Gyrfalcon Technology, Inc. | Digital integrated circuit for extracting features out of an input image based on cellular neural networks |
US10043095B2 (en) * | 2016-10-10 | 2018-08-07 | Gyrfalcon Technology, Inc. | Data structure for CNN based digital integrated circuit for extracting features out of an input image |
US10733505B2 (en) | 2016-11-10 | 2020-08-04 | Google Llc | Performing kernel striding in hardware |
US10360494B2 (en) * | 2016-11-30 | 2019-07-23 | Altumview Systems Inc. | Convolutional neural network (CNN) system based on resolution-limited small-scale CNN modules |
US10248906B2 (en) * | 2016-12-28 | 2019-04-02 | Intel Corporation | Neuromorphic circuits for storing and generating connectivity information |
CN106779060B (zh) * | 2017-02-09 | 2019-03-08 | 武汉魅瞳科技有限公司 | 一种适于硬件设计实现的深度卷积神经网络的计算方法 |
CN116796791A (zh) * | 2017-02-24 | 2023-09-22 | 渊慧科技有限公司 | 使用管理者和工作者神经网络的用于强化学习的动作选择 |
US11164071B2 (en) * | 2017-04-18 | 2021-11-02 | Samsung Electronics Co., Ltd. | Method and apparatus for reducing computational complexity of convolutional neural networks |
KR102301232B1 (ko) * | 2017-05-31 | 2021-09-10 | 삼성전자주식회사 | 다채널 특징맵 영상을 처리하는 방법 및 장치 |
KR20180136202A (ko) * | 2017-06-14 | 2018-12-24 | 에스케이하이닉스 주식회사 | 컨볼루션 신경망 및 컨볼루션 신경망을 가진 신경망 시스템 |
US11216723B2 (en) * | 2017-08-11 | 2022-01-04 | Syntiant | Pulse-width modulated multiplier |
US10699160B2 (en) | 2017-08-23 | 2020-06-30 | Samsung Electronics Co., Ltd. | Neural network method and apparatus |
CN109684901B (zh) * | 2017-10-19 | 2023-06-06 | 富士通株式会社 | 图像处理装置和图像处理方法 |
US11301752B2 (en) | 2017-10-24 | 2022-04-12 | International Business Machines Corporation | Memory configuration for implementing a neural network |
CN107817898B (zh) * | 2017-10-31 | 2022-07-22 | 努比亚技术有限公司 | 操作模式识别方法、终端及存储介质 |
CN107895174B (zh) * | 2017-11-09 | 2020-01-07 | 京东方科技集团股份有限公司 | 图像分类和转换方法、装置以及图像处理系统 |
CN111837145B (zh) | 2017-12-18 | 2024-02-02 | 米西克有限公司 | 用于将矩阵计算映射到矩阵乘法加速器的系统和方法 |
US11989933B2 (en) * | 2018-04-27 | 2024-05-21 | Carnegie Mellon University | Polynomial convolutional neural network with late fan-out |
CN109858506B (zh) * | 2018-05-28 | 2022-11-18 | 哈尔滨工程大学 | 一种面向卷积神经网络分类结果的可视化算法 |
US10417342B1 (en) | 2018-07-03 | 2019-09-17 | Gyrfalcon Technology Inc. | Deep learning device for local processing classical chinese poetry and verse |
US10311149B1 (en) | 2018-08-08 | 2019-06-04 | Gyrfalcon Technology Inc. | Natural language translation device |
CN109460817B (zh) * | 2018-09-11 | 2021-08-03 | 华中科技大学 | 一种基于非易失存储器的卷积神经网络片上学习系统 |
CN112703511B (zh) * | 2018-09-27 | 2023-08-25 | 华为技术有限公司 | 运算加速器和数据处理方法 |
CN111010492B (zh) * | 2018-10-08 | 2022-05-13 | 瑞昱半导体股份有限公司 | 图像处理电路及相关的图像处理方法 |
CN111048135A (zh) * | 2018-10-14 | 2020-04-21 | 天津大学青岛海洋技术研究院 | 一种基于忆阻器内存计算的cnn处理装置及其工作方法 |
CN109448068B (zh) * | 2018-10-16 | 2020-07-31 | 西南大学 | 一种基于忆阻器交叉阵列的图像重构系统 |
US10387772B1 (en) | 2018-10-22 | 2019-08-20 | Gyrfalcon Technology Inc. | Ensemble learning based image classification systems |
EP3789925A1 (fr) * | 2018-12-06 | 2021-03-10 | Western Digital Technologies, Inc. | Puce de mémoire non volatile à réseau neuronal à apprentissage profond |
US11133059B2 (en) | 2018-12-06 | 2021-09-28 | Western Digital Technologies, Inc. | Non-volatile memory die with deep learning neural network |
US11557107B2 (en) | 2019-01-02 | 2023-01-17 | Bank Of America Corporation | Intelligent recognition and extraction of numerical data from non-numerical graphical representations |
US11556763B2 (en) | 2019-02-19 | 2023-01-17 | International Business Machines Corporation | Multi-kernel configuration for convolutional neural networks |
EP3953866A1 (fr) * | 2019-04-09 | 2022-02-16 | Chengdu Synsense Technology Co., Ltd. | Réseau neuronal à convolution avec pics pilotés par événements |
US11501109B2 (en) | 2019-06-20 | 2022-11-15 | Western Digital Technologies, Inc. | Non-volatile memory die with on-chip data augmentation components for use with machine learning |
US11520521B2 (en) | 2019-06-20 | 2022-12-06 | Western Digital Technologies, Inc. | Storage controller having data augmentation components for use with non-volatile memory die |
CN113033759A (zh) * | 2019-12-09 | 2021-06-25 | 南京惟心光电系统有限公司 | 脉冲卷积神经网络算法、集成电路、运算装置及存储介质 |
US11741344B2 (en) * | 2019-12-09 | 2023-08-29 | Bank Of America Corporation | Custom convolutional neural network architectures for exposure detection |
TWI727641B (zh) * | 2020-02-03 | 2021-05-11 | 華邦電子股份有限公司 | 記憶體裝置及其操作方法 |
US11562240B2 (en) | 2020-05-27 | 2023-01-24 | International Business Machines Corporation | Efficient tile mapping for row-by-row convolutional neural network mapping for analog artificial intelligence network inference |
CN111681696B (zh) * | 2020-05-28 | 2022-07-08 | 中国科学院微电子研究所 | 基于非易失存储器的存储和数据处理方法、装置及设备 |
FR3113971B1 (fr) * | 2020-09-08 | 2023-11-03 | Thales Sa | dispositif implémentant un filtre convolutionnel d'un réseau de neurones |
CN112561034A (zh) * | 2020-12-04 | 2021-03-26 | 深兰人工智能(深圳)有限公司 | 一种神经网络加速装置 |
CN116707514B (zh) * | 2023-08-09 | 2023-11-03 | 苏州浪潮智能科技有限公司 | 一种多输出忆阻器等效电路、应用系统及控制方法 |
Family Cites Families (7)
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US9269043B2 (en) * | 2002-03-12 | 2016-02-23 | Knowm Tech, Llc | Memristive neural processor utilizing anti-hebbian and hebbian technology |
US6999953B2 (en) * | 2002-07-03 | 2006-02-14 | Energy Conversion Devices, Inc. | Analog neurons and neurosynaptic networks |
US9269042B2 (en) * | 2010-09-30 | 2016-02-23 | International Business Machines Corporation | Producing spike-timing dependent plasticity in a neuromorphic network utilizing phase change synaptic devices |
EP2748765B1 (fr) * | 2011-08-25 | 2022-12-14 | Cornell University | Codeur rétinien pour vision industrielle |
US10140573B2 (en) * | 2014-03-03 | 2018-11-27 | Qualcomm Incorporated | Neural network adaptation to current computational resources |
US9346167B2 (en) * | 2014-04-29 | 2016-05-24 | Brain Corporation | Trainable convolutional network apparatus and methods for operating a robotic vehicle |
US20150339589A1 (en) * | 2014-05-21 | 2015-11-26 | Brain Corporation | Apparatus and methods for training robots utilizing gaze-based saliency maps |
-
2014
- 2014-08-28 FR FR1458088A patent/FR3025344B1/fr not_active Expired - Fee Related
-
2015
- 2015-08-18 WO PCT/EP2015/068955 patent/WO2016030230A1/fr active Application Filing
- 2015-08-18 EP EP15756132.5A patent/EP3186752A1/fr not_active Withdrawn
- 2015-08-18 US US15/505,231 patent/US11055608B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
US11055608B2 (en) | 2021-07-06 |
EP3186752A1 (fr) | 2017-07-05 |
US20170200078A1 (en) | 2017-07-13 |
WO2016030230A1 (fr) | 2016-03-03 |
FR3025344A1 (fr) | 2016-03-04 |
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Legal Events
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