KR102395357B1 - 모델 학습 장치, 학습 완료 모델의 생성 방법, 프로그램, 학습 완료 모델, 감시 장치, 및 감시 방법 - Google Patents

모델 학습 장치, 학습 완료 모델의 생성 방법, 프로그램, 학습 완료 모델, 감시 장치, 및 감시 방법 Download PDF

Info

Publication number
KR102395357B1
KR102395357B1 KR1020207001770A KR20207001770A KR102395357B1 KR 102395357 B1 KR102395357 B1 KR 102395357B1 KR 1020207001770 A KR1020207001770 A KR 1020207001770A KR 20207001770 A KR20207001770 A KR 20207001770A KR 102395357 B1 KR102395357 B1 KR 102395357B1
Authority
KR
South Korea
Prior art keywords
image data
monitoring target
model
state quantity
change
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
KR1020207001770A
Other languages
English (en)
Korean (ko)
Other versions
KR20200017521A (ko
Inventor
마스미 노무라
고키 다테이시
모토시 다카스
Original Assignee
미츠비시 파워 가부시키가이샤
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 미츠비시 파워 가부시키가이샤 filed Critical 미츠비시 파워 가부시키가이샤
Publication of KR20200017521A publication Critical patent/KR20200017521A/ko
Application granted granted Critical
Publication of KR102395357B1 publication Critical patent/KR102395357B1/ko
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • 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
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • 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
    • G06N20/00—Machine learning
    • G06T5/001—
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/90—Determination of colour characteristics
    • 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
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • 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
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10016—Video; Image sequence
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10048—Infrared image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30232—Surveillance

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Multimedia (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Image Analysis (AREA)
  • Mathematical Physics (AREA)
  • Image Processing (AREA)
  • Closed-Circuit Television Systems (AREA)
  • Alarm Systems (AREA)
KR1020207001770A 2017-07-27 2018-07-13 모델 학습 장치, 학습 완료 모델의 생성 방법, 프로그램, 학습 완료 모델, 감시 장치, 및 감시 방법 Active KR102395357B1 (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2017145268A JP6936650B2 (ja) 2017-07-27 2017-07-27 モデル学習装置、学習済みモデルの生成方法、プログラム、学習済みモデル、監視装置、および監視方法
JPJP-P-2017-145268 2017-07-27
PCT/JP2018/026457 WO2019021855A1 (ja) 2017-07-27 2018-07-13 モデル学習装置、学習済みモデルの生成方法、プログラム、学習済みモデル、監視装置、および監視方法

Publications (2)

Publication Number Publication Date
KR20200017521A KR20200017521A (ko) 2020-02-18
KR102395357B1 true KR102395357B1 (ko) 2022-05-06

Family

ID=65040658

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020207001770A Active KR102395357B1 (ko) 2017-07-27 2018-07-13 모델 학습 장치, 학습 완료 모델의 생성 방법, 프로그램, 학습 완료 모델, 감시 장치, 및 감시 방법

Country Status (6)

Country Link
US (1) US11416705B2 (enExample)
JP (1) JP6936650B2 (enExample)
KR (1) KR102395357B1 (enExample)
CN (1) CN110998654B (enExample)
DE (1) DE112018003815T5 (enExample)
WO (1) WO2019021855A1 (enExample)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020050973A2 (en) * 2018-08-22 2020-03-12 Florent Technologies, Llc Neural network-based systems and computer-implemented methods for identifying and/or evaluating one or more food items present in a visual input
WO2021234782A1 (ja) * 2020-05-18 2021-11-25 日本電信電話株式会社 画像処理装置、方法およびプログラム
KR102452394B1 (ko) * 2020-06-11 2022-10-11 한국생산기술연구원 딥러닝 기반 열전대 온도센서 실측을 통한 측정대상의 전체 온도 분포 예측 장치 및 방법
JP7400982B2 (ja) * 2020-07-27 2023-12-19 日本電気株式会社 情報処理装置、情報処理方法、及び、プログラム
US20230386014A1 (en) * 2020-09-25 2023-11-30 Fanuc Corporation Model generation device for visual inspection and visual inspection device
JP2022055229A (ja) * 2020-09-28 2022-04-07 横河電機株式会社 監視用デバイス、学習装置、方法およびプログラム
CN112985263B (zh) * 2021-02-09 2022-09-23 中国科学院上海微系统与信息技术研究所 一种弓网几何参数检测方法、装置及设备
JP7269607B2 (ja) * 2021-03-31 2023-05-09 学校法人明治大学 情報処理装置、情報処理方法、及びプログラム
CN116930960B (zh) * 2023-07-17 2025-07-18 中国水利水电科学研究院 基于InSAR技术的多因子滑坡预警监测方法

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008287378A (ja) * 2007-05-16 2008-11-27 Hitachi Omron Terminal Solutions Corp 画像識別学習装置及びそれを用いた印刷物識別装置

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0778239A (ja) 1993-09-08 1995-03-20 Mitsubishi Heavy Ind Ltd プラントの異常監視装置
US20060284895A1 (en) * 2005-06-15 2006-12-21 Marcu Gabriel G Dynamic gamma correction
JP4828459B2 (ja) * 2007-03-22 2011-11-30 公益財団法人鉄道総合技術研究所 パッシブ赤外線法によるコンクリート構造物の剥離検知方法及びそのための赤外線カメラ
JP4369961B2 (ja) * 2007-03-23 2009-11-25 株式会社日立製作所 異常検知装置及び異常検知プログラム
JP2012209831A (ja) 2011-03-30 2012-10-25 Panasonic Corp 画像データ制御装置
JP5834850B2 (ja) * 2011-12-02 2015-12-24 ソニー株式会社 撮像装置、色補正方法および色補正プログラム
JP5821590B2 (ja) * 2011-12-06 2015-11-24 富士ゼロックス株式会社 画像識別情報付与プログラム及び画像識別情報付与装置
CN102609962B (zh) * 2012-01-18 2014-05-07 中国人民解放军61517部队 热红外图像模拟方法
WO2015137019A1 (ja) * 2014-03-13 2015-09-17 コニカミノルタ株式会社 温度監視装置、及び、温度監視方法
JP6435740B2 (ja) 2014-09-22 2018-12-12 日本電気株式会社 データ処理システム、データ処理方法およびデータ処理プログラム
CN105748046B (zh) * 2016-02-05 2018-10-12 福建农林大学 基于红外热像图的温度信息监测方法及其系统
SE539630C2 (en) * 2016-02-24 2017-10-24 Fingerprint Cards Ab Method and system for controlling an electronic device
CN106874926A (zh) * 2016-08-04 2017-06-20 阿里巴巴集团控股有限公司 基于图像特征的业务异常检测方法及装置
US10890537B2 (en) * 2017-02-20 2021-01-12 Serendipity Co., Ltd Appearance inspection device, lighting device, and imaging lighting device
KR101947782B1 (ko) * 2017-02-22 2019-02-13 한국과학기술원 열화상 영상 기반의 거리 추정 장치 및 방법. 그리고 이를 위한 신경망 학습 방법

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008287378A (ja) * 2007-05-16 2008-11-27 Hitachi Omron Terminal Solutions Corp 画像識別学習装置及びそれを用いた印刷物識別装置

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
機械学習を活用した映像解析技術による社会課題解決ソリューション, FUJITSU, 2016.11.*

Also Published As

Publication number Publication date
JP6936650B2 (ja) 2021-09-22
DE112018003815T5 (de) 2020-04-09
CN110998654B (zh) 2024-03-26
KR20200017521A (ko) 2020-02-18
JP2019028591A (ja) 2019-02-21
WO2019021855A1 (ja) 2019-01-31
US11416705B2 (en) 2022-08-16
CN110998654A (zh) 2020-04-10
US20200184265A1 (en) 2020-06-11

Similar Documents

Publication Publication Date Title
KR102395357B1 (ko) 모델 학습 장치, 학습 완료 모델의 생성 방법, 프로그램, 학습 완료 모델, 감시 장치, 및 감시 방법
CN112560999B (zh) 一种目标检测模型训练方法、装置、电子设备及存储介质
JP6277818B2 (ja) 機械学習装置、機械学習方法、及びプログラム
US11468261B2 (en) Information processing apparatus, image processing method, and computer-readable recording medium recording image processing program
JP2019145174A (ja) 画像処理システム、画像処理方法及びプログラム記憶媒体
JP7446060B2 (ja) 情報処理装置、プログラム及び情報処理方法
CN112434809A (zh) 基于主动学习的模型训练方法、装置及服务器
JP2016192007A (ja) 機械学習装置、機械学習方法、および機械学習プログラム
KR20170038144A (ko) 어텐션 검출 장치 및 어텐션 검출 방법
US20220164990A1 (en) Image processing apparatus, image processing method, and nontransitory computer readable medium storing program
CN114399716A (zh) 一种视频明火识别方法、装置、设备及存储介质
CN111726592B (zh) 获取图像信号处理器的架构的方法和装置
CN110473162B (zh) 机器学习装置、摄影时间估计装置及学习模型的生成方法
WO2022044297A1 (ja) 情報処理方法、情報処理装置及び情報処理プログラム
US9934434B2 (en) Determining image forensics using an estimated camera response function
CN108182492B (zh) 一种资料同化方法及装置
KR20210031444A (ko) 데이터 프로그래밍에 기반한 레이블링 모델 생성 방법 및 장치
JP6784254B2 (ja) 滞留物体検出システム、滞留物体検出方法およびプログラム
KR20200124887A (ko) 데이터 프로그래밍에 기반한 레이블링 모델 생성 방법 및 장치
CN111275138B (zh) 图像处理装置、图像处理方法以及计算机可读存储介质
US20220148193A1 (en) Adaptive object recognition apparatus and method in fixed closed circuit television edge terminal using network
WO2020026395A1 (ja) モデル作成装置、モデル作成方法、及び、モデル作成プログラムが記録された記録媒体
CN120910126A (zh) 数据挖掘方法、模型训练方法及电子设备
US20240257289A1 (en) Learning device, prediction device, learning prediction device, non-transitory computer-readable medium, learning method, prediction method, and learning prediction method
CN110580429B (zh) 一种视频背景库的管理方法、装置及其应用

Legal Events

Date Code Title Description
A201 Request for examination
P11-X000 Amendment of application requested

St.27 status event code: A-2-2-P10-P11-nap-X000

P13-X000 Application amended

St.27 status event code: A-2-2-P10-P13-nap-X000

PA0105 International application

St.27 status event code: A-0-1-A10-A15-nap-PA0105

PA0201 Request for examination

St.27 status event code: A-1-2-D10-D11-exm-PA0201

PG1501 Laying open of application

St.27 status event code: A-1-1-Q10-Q12-nap-PG1501

PN2301 Change of applicant

St.27 status event code: A-3-3-R10-R13-asn-PN2301

St.27 status event code: A-3-3-R10-R11-asn-PN2301

E902 Notification of reason for refusal
PE0902 Notice of grounds for rejection

St.27 status event code: A-1-2-D10-D21-exm-PE0902

E13-X000 Pre-grant limitation requested

St.27 status event code: A-2-3-E10-E13-lim-X000

P11-X000 Amendment of application requested

St.27 status event code: A-2-2-P10-P11-nap-X000

P13-X000 Application amended

St.27 status event code: A-2-2-P10-P13-nap-X000

E701 Decision to grant or registration of patent right
PE0701 Decision of registration

St.27 status event code: A-1-2-D10-D22-exm-PE0701

GRNT Written decision to grant
PR0701 Registration of establishment

St.27 status event code: A-2-4-F10-F11-exm-PR0701

PR1002 Payment of registration fee

St.27 status event code: A-2-2-U10-U12-oth-PR1002

Fee payment year number: 1

PG1601 Publication of registration

St.27 status event code: A-4-4-Q10-Q13-nap-PG1601

R18-X000 Changes to party contact information recorded

St.27 status event code: A-5-5-R10-R18-oth-X000

P22-X000 Classification modified

St.27 status event code: A-4-4-P10-P22-nap-X000

PR1001 Payment of annual fee

St.27 status event code: A-4-4-U10-U11-oth-PR1001

Fee payment year number: 4

P22-X000 Classification modified

St.27 status event code: A-4-4-P10-P22-nap-X000