TWI789423B - 用於處理輸入信號之分類器與分類器系統及其操作方法 - Google Patents

用於處理輸入信號之分類器與分類器系統及其操作方法 Download PDF

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TWI789423B
TWI789423B TW107131626A TW107131626A TWI789423B TW I789423 B TWI789423 B TW I789423B TW 107131626 A TW107131626 A TW 107131626A TW 107131626 A TW107131626 A TW 107131626A TW I789423 B TWI789423 B TW I789423B
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羅伊特 賽斯
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TW107131626A 2017-09-08 2018-09-07 用於處理輸入信號之分類器與分類器系統及其操作方法 TWI789423B (zh)

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US201762556312P 2017-09-08 2017-09-08
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US16/124,104 US11507806B2 (en) 2017-09-08 2018-09-06 Parallel neural processor for Artificial Intelligence
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Families Citing this family (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10592450B2 (en) 2016-10-20 2020-03-17 Micron Technology, Inc. Custom compute cores in integrated circuit devices
JP6866762B2 (ja) * 2017-05-18 2021-04-28 いすゞ自動車株式会社 車両用情報処理システム
US11507806B2 (en) 2017-09-08 2022-11-22 Rohit Seth Parallel neural processor for Artificial Intelligence
US11443185B2 (en) * 2018-10-11 2022-09-13 Powerchip Semiconductor Manufacturing Corporation Memory chip capable of performing artificial intelligence operation and method thereof
US11074344B2 (en) * 2018-12-19 2021-07-27 Intel Corporation Methods and apparatus to detect side-channel attacks
US11783917B2 (en) 2019-03-21 2023-10-10 Illumina, Inc. Artificial intelligence-based base calling
US11210554B2 (en) 2019-03-21 2021-12-28 Illumina, Inc. Artificial intelligence-based generation of sequencing metadata
US11593649B2 (en) 2019-05-16 2023-02-28 Illumina, Inc. Base calling using convolutions
US11423306B2 (en) 2019-05-16 2022-08-23 Illumina, Inc. Systems and devices for characterization and performance analysis of pixel-based sequencing
US20210265016A1 (en) 2020-02-20 2021-08-26 Illumina, Inc. Data Compression for Artificial Intelligence-Based Base Calling
WO2021168353A2 (en) 2020-02-20 2021-08-26 Illumina, Inc. Artificial intelligence-based many-to-many base calling
US12354008B2 (en) 2020-02-20 2025-07-08 Illumina, Inc. Knowledge distillation and gradient pruning-based compression of artificial intelligence-based base caller
WO2022047802A1 (en) * 2020-09-07 2022-03-10 Alibaba Group Holding Limited Processing-in-memory device and data processing method thereof
US12217829B2 (en) 2021-04-15 2025-02-04 Illumina, Inc. Artificial intelligence-based analysis of protein three-dimensional (3D) structures
US20220336057A1 (en) 2021-04-15 2022-10-20 Illumina, Inc. Efficient voxelization for deep learning
CN117217067A (zh) * 2022-05-31 2023-12-12 北京有竹居网络技术有限公司 仿真装置、仿真系统及其仿真方法、存储介质
TWI892755B (zh) * 2024-07-17 2025-08-01 凌陽科技股份有限公司 計算機硬體系統以及人工智慧計算程序

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5167008A (en) * 1990-12-14 1992-11-24 General Electric Company Digital circuitry for approximating sigmoidal response in a neural network layer
US5590218A (en) * 1993-10-18 1996-12-31 Bayer Corporation Unsupervised neural network classification with back propagation
TW201714078A (zh) * 2015-10-08 2017-04-16 上海兆芯集成電路有限公司 具有架構神經網路執行單元之處理器
US20170147944A1 (en) * 2015-11-24 2017-05-25 Xerox Corporation Adapted domain specific class means classifier
CN106980871A (zh) * 2016-01-13 2017-07-25 福特全球技术公司 应用到道路场景图像的低保真分类器和高保真分类器

Family Cites Families (30)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
FR2460078B1 (fr) * 1979-06-25 1986-12-12 Trt Telecom Radio Electr Joncteur d'abonne electronique
US5253328A (en) 1989-11-17 1993-10-12 Microelectronics & Computer Technology Corp. Neural-network content-addressable memory
JP3088171B2 (ja) * 1991-02-12 2000-09-18 三菱電機株式会社 自己組織型パタ−ン分類システム及び分類方法
JP3090550B2 (ja) * 1992-09-03 2000-09-25 フィガロ技研株式会社 ガス検出システム
US6018728A (en) * 1996-02-09 2000-01-25 Sarnoff Corporation Method and apparatus for training a neural network to learn hierarchical representations of objects and to detect and classify objects with uncertain training data
US6028956A (en) * 1997-04-04 2000-02-22 Kofile Inc. Object location and span determination method and apparatus which determines a location and span of an object in an image
US6294926B1 (en) * 1999-07-16 2001-09-25 Philips Electronics North America Corporation Very fine-grain field programmable gate array architecture and circuitry
US7412428B2 (en) * 2002-03-12 2008-08-12 Knowmtech, Llc. Application of hebbian and anti-hebbian learning to nanotechnology-based physical neural networks
US7627540B2 (en) 2005-06-28 2009-12-01 Neurosciences Research Foundation, Inc. Addressing scheme for neural modeling and brain-based devices using special purpose processor
EP2295584B1 (en) 2005-09-16 2015-06-10 deVGen N.V. Transgenic plant-based methods for plant pests using RNAi
EP2122542B1 (en) 2006-12-08 2017-11-01 Medhat Moussa Architecture, system and method for artificial neural network implementation
CN101827943B (zh) 2007-05-22 2016-04-13 康乃尔研究基金会有限公司 蛋白质在细菌及其衍生小泡表面展示的组合物和方法及其用途
DE102009029519A1 (de) * 2009-09-16 2011-03-24 Robert Bosch Gmbh Digital-Analog-Wandlerschaltung und Verfahren zur Fehlererkennung
US20110098963A1 (en) 2009-10-23 2011-04-28 Cisco Technology, Inc. Context based testing
BR112014031789A2 (pt) 2012-06-22 2017-08-01 Syngenta Participations Ag controle biológico de pragas de coleópteros
US9082078B2 (en) 2012-07-27 2015-07-14 The Intellisis Corporation Neural processing engine and architecture using the same
US9195934B1 (en) 2013-01-31 2015-11-24 Brain Corporation Spiking neuron classifier apparatus and methods using conditionally independent subsets
US9672464B2 (en) 2014-02-28 2017-06-06 Qualcomm Incorporated Method and apparatus for efficient implementation of common neuron models
US9224091B2 (en) 2014-03-10 2015-12-29 Globalfoundries Inc. Learning artificial neural network using ternary content addressable memory (TCAM)
KR101510991B1 (ko) * 2014-05-09 2015-04-10 포항공과대학교 산학협력단 저항변화 메모리를 이용한 신경회로망 형태 분류기 및 형태 분류 방법
US9373058B2 (en) * 2014-05-29 2016-06-21 International Business Machines Corporation Scene understanding using a neurosynaptic system
CN107077782A (zh) * 2014-08-06 2017-08-18 李宗志 自适应和/或自主交通控制系统和方法
CN108351985A (zh) * 2015-06-30 2018-07-31 亚利桑那州立大学董事会 用于大规模机器学习的方法和装置
KR20170028629A (ko) * 2015-09-04 2017-03-14 부산대학교 산학협력단 신호패턴의 반복횟수 검출방법 및 장치
DE102015223078A1 (de) 2015-11-23 2017-05-24 Siemens Aktiengesellschaft Vorrichtung und Verfahren zum Anpassen von Berechtigungsinformationen eines Endgeräts
KR102565273B1 (ko) * 2016-01-26 2023-08-09 삼성전자주식회사 뉴럴 네트워크에 기초한 인식 장치 및 뉴럴 네트워크의 학습 방법
US10423876B2 (en) 2016-12-01 2019-09-24 Via Alliance Semiconductor Co., Ltd. Processor with memory array operable as either victim cache or neural network unit memory
US11507806B2 (en) 2017-09-08 2022-11-22 Rohit Seth Parallel neural processor for Artificial Intelligence
US11593658B2 (en) * 2017-10-20 2023-02-28 Shanghai Cambricon Information Technology Co., Ltd Processing method and device
KR102788093B1 (ko) * 2018-08-17 2025-03-31 삼성전자주식회사 전자 장치 및 그 제어 방법

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5167008A (en) * 1990-12-14 1992-11-24 General Electric Company Digital circuitry for approximating sigmoidal response in a neural network layer
US5590218A (en) * 1993-10-18 1996-12-31 Bayer Corporation Unsupervised neural network classification with back propagation
TW201714078A (zh) * 2015-10-08 2017-04-16 上海兆芯集成電路有限公司 具有架構神經網路執行單元之處理器
US20170147944A1 (en) * 2015-11-24 2017-05-25 Xerox Corporation Adapted domain specific class means classifier
CN106980871A (zh) * 2016-01-13 2017-07-25 福特全球技术公司 应用到道路场景图像的低保真分类器和高保真分类器

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US11138496B2 (en) 2021-10-05
TWI846192B (zh) 2024-06-21
KR102598208B1 (ko) 2023-11-02
AU2018330840A1 (en) 2020-02-27
KR102215619B1 (ko) 2021-02-15
CN111033522A (zh) 2020-04-17
US20230316056A1 (en) 2023-10-05
JP7114694B2 (ja) 2022-08-08
CN111033522B (zh) 2023-09-19
US12061974B2 (en) 2024-08-13
KR20200057707A (ko) 2020-05-26
US11507806B2 (en) 2022-11-22
US20250217635A1 (en) 2025-07-03
KR20230154295A (ko) 2023-11-07
TW201921296A (zh) 2019-06-01
EP3679522A4 (en) 2021-06-09
WO2019048922A1 (en) 2019-03-14
CA3112064A1 (en) 2019-03-14
JP2020533668A (ja) 2020-11-19
EP3679522A1 (en) 2020-07-15
US20190080228A1 (en) 2019-03-14
AU2018330840B2 (en) 2021-07-01
TW202328982A (zh) 2023-07-16
AU2021240266B2 (en) 2024-02-29
AU2021240266A1 (en) 2021-10-28
US20190080227A1 (en) 2019-03-14
CN117151177A (zh) 2023-12-01
KR20210018527A (ko) 2021-02-17

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