TWI846192B - 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

Info

Publication number
TWI846192B
TWI846192B TW111147114A TW111147114A TWI846192B TW I846192 B TWI846192 B TW I846192B TW 111147114 A TW111147114 A TW 111147114A TW 111147114 A TW111147114 A TW 111147114A TW I846192 B TWI846192 B TW I846192B
Authority
TW
Taiwan
Prior art keywords
signal
value
weighted input
comparison circuit
circuit
Prior art date
Application number
TW111147114A
Other languages
English (en)
Chinese (zh)
Other versions
TW202328982A (zh
Inventor
羅伊特 賽斯
Original Assignee
羅伊特 賽斯
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by 羅伊特 賽斯 filed Critical 羅伊特 賽斯
Publication of TW202328982A publication Critical patent/TW202328982A/zh
Application granted granted Critical
Publication of TWI846192B publication Critical patent/TWI846192B/zh

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/243Classification techniques relating to the number of classes
    • G06F18/24323Tree-organised classifiers
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46Multiprogramming arrangements
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/047Probabilistic or stochastic networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0499Feedforward networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/082Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/088Non-supervised learning, e.g. competitive learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/0895Weakly supervised learning, e.g. semi-supervised or self-supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Multimedia (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Neurology (AREA)
  • Probability & Statistics with Applications (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Feedback Control In General (AREA)
  • Medicines Containing Antibodies Or Antigens For Use As Internal Diagnostic Agents (AREA)
  • Processing Of Solid Wastes (AREA)
TW111147114A 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 TWI846192B (zh)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201762556312P 2017-09-08 2017-09-08
US62/556,312 2017-09-08
US16/124,104 2018-09-06
US16/124,104 US11507806B2 (en) 2017-09-08 2018-09-06 Parallel neural processor for Artificial Intelligence

Publications (2)

Publication Number Publication Date
TW202328982A TW202328982A (zh) 2023-07-16
TWI846192B true TWI846192B (zh) 2024-06-21

Family

ID=65631231

Family Applications (2)

Application Number Title Priority Date Filing Date
TW111147114A TWI846192B (zh) 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
TW107131626A TWI789423B (zh) 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

Family Applications After (1)

Application Number Title Priority Date Filing Date
TW107131626A TWI789423B (zh) 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

Country Status (9)

Country Link
US (4) US11507806B2 (enExample)
EP (1) EP3679522A4 (enExample)
JP (1) JP7114694B2 (enExample)
KR (3) KR102598208B1 (enExample)
CN (2) CN117151177A (enExample)
AU (2) AU2018330840B2 (enExample)
CA (1) CA3112064A1 (enExample)
TW (2) TWI846192B (enExample)
WO (1) WO2019048922A1 (enExample)

Families Citing this family (16)

* 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
US11423306B2 (en) 2019-05-16 2022-08-23 Illumina, Inc. Systems and devices for characterization and performance analysis of pixel-based sequencing
US11593649B2 (en) 2019-05-16 2023-02-28 Illumina, Inc. Base calling using convolutions
US12354008B2 (en) 2020-02-20 2025-07-08 Illumina, Inc. Knowledge distillation and gradient pruning-based compression of artificial intelligence-based base caller
US11749380B2 (en) 2020-02-20 2023-09-05 Illumina, Inc. Artificial intelligence-based many-to-many base calling
US20210265016A1 (en) 2020-02-20 2021-08-26 Illumina, Inc. Data Compression for Artificial Intelligence-Based Base Calling
CN115836346A (zh) * 2020-09-07 2023-03-21 阿里巴巴集团控股有限公司 存内计算设备及其数据处理方法
US20220336057A1 (en) 2021-04-15 2022-10-20 Illumina, Inc. Efficient voxelization for deep learning
US12217829B2 (en) 2021-04-15 2025-02-04 Illumina, Inc. Artificial intelligence-based analysis of protein three-dimensional (3D) structures
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
WO1997029437A1 (en) * 1996-02-09 1997-08-14 Sarnoff Corporation Method and apparatus for training a neural network 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
ES2557512T3 (es) 2005-09-16 2016-01-26 Devgen N.V. Métodos basados en plantas transgénicas para plagas de plantas usando ARNi
EP2122542B1 (en) 2006-12-08 2017-11-01 Medhat Moussa Architecture, system and method for artificial neural network implementation
WO2008147816A2 (en) 2007-05-22 2008-12-04 Cornell Research Foundation, Inc. Compositions and methods for the display of proteins on the surface of bacteria and their derived vesicles and uses thereof
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
EP3660628B1 (en) * 2017-10-20 2023-12-06 Shanghai Cambricon Information Technology Co., Ltd Dynamic voltage frequency scaling device and method
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

Also Published As

Publication number Publication date
KR102215619B1 (ko) 2021-02-15
AU2021240266A1 (en) 2021-10-28
TW201921296A (zh) 2019-06-01
US12061974B2 (en) 2024-08-13
US20250217635A1 (en) 2025-07-03
KR20200057707A (ko) 2020-05-26
US20190080227A1 (en) 2019-03-14
US20190080228A1 (en) 2019-03-14
JP7114694B2 (ja) 2022-08-08
AU2018330840B2 (en) 2021-07-01
KR102598208B1 (ko) 2023-11-02
AU2021240266B2 (en) 2024-02-29
CA3112064A1 (en) 2019-03-14
TWI789423B (zh) 2023-01-11
EP3679522A1 (en) 2020-07-15
US11138496B2 (en) 2021-10-05
CN111033522A (zh) 2020-04-17
US11507806B2 (en) 2022-11-22
CN117151177A (zh) 2023-12-01
TW202328982A (zh) 2023-07-16
JP2020533668A (ja) 2020-11-19
AU2018330840A1 (en) 2020-02-27
EP3679522A4 (en) 2021-06-09
KR20210018527A (ko) 2021-02-17
WO2019048922A1 (en) 2019-03-14
CN111033522B (zh) 2023-09-19
KR20230154295A (ko) 2023-11-07
US20230316056A1 (en) 2023-10-05

Similar Documents

Publication Publication Date Title
TWI846192B (zh) 用於處理輸入信號之分類器與分類器系統及其操作方法
US8694449B2 (en) Neuromorphic spatiotemporal where-what machines
US11157798B2 (en) Intelligent autonomous feature extraction system using two hardware spiking neutral networks with spike timing dependent plasticity
CN114270441B (zh) 用于在边缘设备上执行机器学习操作的可编程电路
US20180157892A1 (en) Eye detection method and apparatus
KR102733834B1 (ko) 전자 장치 및 그 제어 방법
CN112055861A (zh) 用于人工神经网络系统和方法的低延迟中断警报
Weng et al. Emergent Turing machines and operating systems for brain-like auto-programming for general purposes
HK40027705B (zh) 用於人工智能的并行神经处理器
HK40027705A (en) Parallel neural processor for artificial intelligence
CN119692432A (zh) 利用基础模型蒸馏的联邦学习
Rahman et al. Continual learning in sensor-based human activity recognition with dynamic mixture of experts
CN115542759A (zh) 基于多模态识别的智能家居控制方法、系统和存储介质
Zins Neuromorphic Computing Applications in Robotics
US20240349003A1 (en) Improved head tracking for three-dimensional audio rendering
KR20250140200A (ko) 뉴로모픽 컴퓨팅 장치 및 그것의 동작 방법
CN117011623A (zh) 数据处理方法和装置
De Souza et al. Programming a VG-RAM based Neural Network Computer