JP7372730B2 - 物体認識システムのためのオンライントレーニング - Google Patents

物体認識システムのためのオンライントレーニング Download PDF

Info

Publication number
JP7372730B2
JP7372730B2 JP2017547394A JP2017547394A JP7372730B2 JP 7372730 B2 JP7372730 B2 JP 7372730B2 JP 2017547394 A JP2017547394 A JP 2017547394A JP 2017547394 A JP2017547394 A JP 2017547394A JP 7372730 B2 JP7372730 B2 JP 7372730B2
Authority
JP
Japan
Prior art keywords
decision boundary
vector
boundary
modified
modified decision
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.)
Active
Application number
JP2017547394A
Other languages
English (en)
Japanese (ja)
Other versions
JP2018509712A (ja
JP2018509712A5 (https=
Inventor
ジュリアン、デイビッド・ジョナサン
サラ、アンソニー
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Qualcomm Inc
Original Assignee
Qualcomm Inc
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 Qualcomm Inc filed Critical Qualcomm Inc
Publication of JP2018509712A publication Critical patent/JP2018509712A/ja
Publication of JP2018509712A5 publication Critical patent/JP2018509712A5/ja
Application granted granted Critical
Publication of JP7372730B2 publication Critical patent/JP7372730B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • 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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2411—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on the proximity to a decision surface, e.g. support vector machines
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/24765—Rule-based classification
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/046—Forward inferencing; Production systems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/776—Validation; Performance evaluation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/12—Fingerprints or palmprints
    • G06V40/1382—Detecting the live character of the finger, i.e. distinguishing from a fake or cadaver finger
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Medical Informatics (AREA)
  • Multimedia (AREA)
  • Computational Linguistics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Databases & Information Systems (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Human Computer Interaction (AREA)
  • Collating Specific Patterns (AREA)
  • Image Analysis (AREA)
JP2017547394A 2015-03-11 2016-02-22 物体認識システムのためのオンライントレーニング Active JP7372730B2 (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201562131788P 2015-03-11 2015-03-11
US62/131,788 2015-03-11
US14/856,481 US10210464B2 (en) 2015-03-11 2015-09-16 Online training for object recognition system
US14/856,481 2015-09-16
PCT/US2016/018964 WO2016144523A1 (en) 2015-03-11 2016-02-22 Online training for object recognition system

Publications (3)

Publication Number Publication Date
JP2018509712A JP2018509712A (ja) 2018-04-05
JP2018509712A5 JP2018509712A5 (https=) 2019-03-07
JP7372730B2 true JP7372730B2 (ja) 2023-11-01

Family

ID=55442935

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2017547394A Active JP7372730B2 (ja) 2015-03-11 2016-02-22 物体認識システムのためのオンライントレーニング

Country Status (5)

Country Link
US (1) US10210464B2 (https=)
EP (1) EP3268896B9 (https=)
JP (1) JP7372730B2 (https=)
CN (2) CN118051836A (https=)
WO (1) WO2016144523A1 (https=)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102483642B1 (ko) 2016-08-23 2023-01-02 삼성전자주식회사 라이브니스 검사 방법 및 장치
JP2018106535A (ja) * 2016-12-27 2018-07-05 ソニー株式会社 情報処理装置、情報処理方法及びコンピュータプログラム
US10838699B2 (en) 2017-01-18 2020-11-17 Oracle International Corporation Generating data mappings for user interface screens and screen components for an application
US10489126B2 (en) * 2018-02-12 2019-11-26 Oracle International Corporation Automated code generation
US11829861B2 (en) 2019-07-17 2023-11-28 Unist (Ulsan National Institute Of Science And Technology) Methods and apparatus for extracting data in deep neural networks
WO2021055380A1 (en) * 2019-09-17 2021-03-25 Private Identity Llc Systems and methods for privacy-enabled biometric processing
JP7231879B2 (ja) 2020-03-03 2023-03-02 富士通株式会社 制御方法、制御プログラムおよび情報処理装置
US11782685B2 (en) * 2020-06-17 2023-10-10 Bank Of America Corporation Software code vectorization converter
CN112561685B (zh) * 2020-12-15 2023-10-17 建信金融科技有限责任公司 客户的分类方法和装置
JP7659528B2 (ja) 2022-09-30 2025-04-09 キヤノン株式会社 情報処理装置、情報処理方法

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2003208594A (ja) 2002-01-10 2003-07-25 Mitsubishi Electric Corp 類識別装置及び類識別方法
JP2003317101A (ja) 2002-04-23 2003-11-07 Samsung Electronics Co Ltd データベース自動更新方法を用いた顔検証方法及びそのシステム
JP2004341959A (ja) 2003-05-16 2004-12-02 Just Syst Corp データ分類装置、データ分類方法およびその方法をコンピュータに実行させるプログラム
JP2012208710A (ja) 2011-03-29 2012-10-25 Panasonic Corp 属性推定装置
JP2014153906A (ja) 2013-02-08 2014-08-25 Honda Motor Co Ltd 検査装置、検査方法及びプログラム

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11175494A (ja) * 1997-12-12 1999-07-02 Toyo Electric Mfg Co Ltd ニューラルネットワーク
US8972316B2 (en) 2012-06-28 2015-03-03 Knowmtech, Llc Extensible adaptive classification framework
US8098906B2 (en) 2006-10-10 2012-01-17 West Virginia University Research Corp., Wvu Office Of Technology Transfer & Wvu Business Incubator Regional fingerprint liveness detection systems and methods
TWI489394B (zh) * 2008-03-03 2015-06-21 Videoiq Inc 用於追蹤、索引及搜尋之物件匹配
US8015132B2 (en) 2008-05-16 2011-09-06 Samsung Electronics Co., Ltd. System and method for object detection and classification with multiple threshold adaptive boosting
US8386401B2 (en) 2008-09-10 2013-02-26 Digital Infuzion, Inc. Machine learning methods and systems for identifying patterns in data using a plurality of learning machines wherein the learning machine that optimizes a performance function is selected
US8239336B2 (en) 2009-03-09 2012-08-07 Microsoft Corporation Data processing using restricted boltzmann machines
US8719191B2 (en) 2010-03-01 2014-05-06 International Business Machines Corporation Training and verification using a correlated boosted entity model
US8972253B2 (en) 2010-09-15 2015-03-03 Microsoft Technology Licensing, Llc Deep belief network for large vocabulary continuous speech recognition
US9053391B2 (en) 2011-04-12 2015-06-09 Sharp Laboratories Of America, Inc. Supervised and semi-supervised online boosting algorithm in machine learning framework
US9152926B2 (en) 2012-02-02 2015-10-06 Arizona Board Of Regents On Behalf Of Arizona State University Systems, methods, and media for updating a classifier

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2003208594A (ja) 2002-01-10 2003-07-25 Mitsubishi Electric Corp 類識別装置及び類識別方法
JP2003317101A (ja) 2002-04-23 2003-11-07 Samsung Electronics Co Ltd データベース自動更新方法を用いた顔検証方法及びそのシステム
JP2004341959A (ja) 2003-05-16 2004-12-02 Just Syst Corp データ分類装置、データ分類方法およびその方法をコンピュータに実行させるプログラム
JP2012208710A (ja) 2011-03-29 2012-10-25 Panasonic Corp 属性推定装置
JP2014153906A (ja) 2013-02-08 2014-08-25 Honda Motor Co Ltd 検査装置、検査方法及びプログラム

Also Published As

Publication number Publication date
EP3268896B9 (en) 2025-03-26
US20160267395A1 (en) 2016-09-15
EP3268896B1 (en) 2024-10-09
JP2018509712A (ja) 2018-04-05
CN107430684A (zh) 2017-12-01
US10210464B2 (en) 2019-02-19
EP3268896A1 (en) 2018-01-17
WO2016144523A1 (en) 2016-09-15
CN118051836A (zh) 2024-05-17

Similar Documents

Publication Publication Date Title
JP7372730B2 (ja) 物体認識システムのためのオンライントレーニング
KR102595399B1 (ko) 미지의 클래스들의 검출 및 미지의 클래스들에 대한 분류기들의 초기화
CN107533669B (zh) 滤波器特异性作为用于神经网络的训练准则
KR102363737B1 (ko) 이상 탐지 장치 및 방법
US20170091619A1 (en) Selective backpropagation
KR20200022739A (ko) 데이터 증강에 기초한 인식 모델 트레이닝 방법 및 장치, 이미지 인식 방법 및 장치
US20230267709A1 (en) Dataset-aware and invariant learning for face recognition
CN107223260B (zh) 用于动态地更新分类器复杂度的方法
Rahaman A comprehensive review to understand the definitions, advantages, disadvantages and applications of machine learning algorithms
Alamgir et al. An artificial intelligence driven facial emotion recognition system using hybrid deep belief rain optimization
US20240303497A1 (en) Robust test-time adaptation without error accumulation
US20240185078A1 (en) Purified contrastive learning for lightweight neural network training
Mishra et al. Cluster analysis and concept drift detection in malware: A. Mishra, M. Stamp
Deshmukh et al. An optimized deep learning based depthwise separable MobileNetV3 approach for automatic finger vein recognition system
US12596940B2 (en) Smart training and smart deployment of machine learning models
CN121100344A (zh) 使用基于事实的原理改进视觉推理
Lee et al. MFRD-80K: A Dataset and Benchmark for Masked Face Recognition.
Yamin et al. Biometric Verification System Using Hyperparameter Tuned Deep Learning Model.
Zalasiński et al. Stability evaluation of the dynamic signature partitions over time
Jeremiah Enhanced multimodal biometric access control system using chicken swarm optimization and self-organizing feature maps: a study on ear and iris recognition
Lakshmi et al. A Comparative Analysis of Convolutional, Sequential and Their Hybrid Models in Detecting Cyber-Attacks
Jeyalaksshmi et al. Simultaneous evolutionary neural network based automated video based facial expression analysis
Parvathy et al. Fingerprint Biometric Recognition Using Dabc and Tanh-Based Fuzzy Activated Neural Network
WO2024186380A1 (en) Robust test-time adaptation without error accumulation
BR112018002248B1 (pt) Detecção de classes desconhecidas e inicialização de classificadores para classes desconhecidas

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20171115

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20190123

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20190123

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20200219

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20200303

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20200520

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20200929

C60 Trial request (containing other claim documents, opposition documents)

Free format text: JAPANESE INTERMEDIATE CODE: C60

Effective date: 20201113

C22 Notice of designation (change) of administrative judge

Free format text: JAPANESE INTERMEDIATE CODE: C22

Effective date: 20210817

C13 Notice of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: C13

Effective date: 20220607

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220907

RD02 Notification of acceptance of power of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7422

Effective date: 20230104

C13 Notice of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: C13

Effective date: 20230117

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230406

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230809

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20231020

R150 Certificate of patent or registration of utility model

Ref document number: 7372730

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150