JP5647627B2 - 異常パターンの発見 - Google Patents

異常パターンの発見 Download PDF

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JP5647627B2
JP5647627B2 JP2012006989A JP2012006989A JP5647627B2 JP 5647627 B2 JP5647627 B2 JP 5647627B2 JP 2012006989 A JP2012006989 A JP 2012006989A JP 2012006989 A JP2012006989 A JP 2012006989A JP 5647627 B2 JP5647627 B2 JP 5647627B2
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JP2012194967A (ja
JP2012194967A5 (enExample
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ユン・チャイ
バラマノアール・パルリ
アンクール・ダッタ
シャラスチャンドラ・ウマパシラオ・パンカンティ
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International Business Machines Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • G06V20/53—Recognition of crowd images, e.g. recognition of crowd congestion
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
    • 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
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • G06V20/54—Surveillance or monitoring of activities, e.g. for recognising suspicious objects of traffic, e.g. cars on the road, trains or boats

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  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Databases & Information Systems (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Image Analysis (AREA)
  • Closed-Circuit Television Systems (AREA)
  • Burglar Alarm Systems (AREA)
JP2012006989A 2011-03-16 2012-01-17 異常パターンの発見 Expired - Fee Related JP5647627B2 (ja)

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Application Number Priority Date Filing Date Title
US13/049032 2011-03-16
US13/049,032 US8660368B2 (en) 2011-03-16 2011-03-16 Anomalous pattern discovery

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JP2012194967A JP2012194967A (ja) 2012-10-11
JP2012194967A5 JP2012194967A5 (enExample) 2014-08-07
JP5647627B2 true JP5647627B2 (ja) 2015-01-07

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Families Citing this family (49)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9158976B2 (en) * 2011-05-18 2015-10-13 International Business Machines Corporation Efficient retrieval of anomalous events with priority learning
WO2013115202A1 (ja) * 2012-01-30 2013-08-08 日本電気株式会社 情報処理システム、情報処理方法、情報処理装置およびその制御方法と制御プログラム、通信端末およびその制御方法と制御プログラム
US9286693B2 (en) * 2013-02-25 2016-03-15 Hanwha Techwin Co., Ltd. Method and apparatus for detecting abnormal movement
US9098749B2 (en) 2013-03-14 2015-08-04 Xerox Corporation Dictionary design for computationally efficient video anomaly detection via sparse reconstruction techniques
CN103679755A (zh) * 2013-12-20 2014-03-26 河北汉光重工有限责任公司 一种单目标长时间跟踪技术
US9684830B2 (en) * 2014-11-14 2017-06-20 Intel Corporation Automatic target selection for multi-target object tracking
JP2016157357A (ja) 2015-02-26 2016-09-01 株式会社日立製作所 作業者品質管理方法及び作業者品質管理装置
US9551583B1 (en) * 2015-07-06 2017-01-24 International Business Machines Corporation Hybrid road network and grid based spatial-temporal indexing under missing road links
US9654934B2 (en) 2015-08-11 2017-05-16 International Business Machines Corporation Detection of unauthorized wireless personal area network low energy devices
CN105224912B (zh) * 2015-08-31 2018-10-16 电子科技大学 基于运动信息和轨迹关联的视频行人检测和跟踪方法
WO2017056804A1 (ja) * 2015-09-29 2017-04-06 富士フイルム株式会社 点検結果検索装置及び方法
CN106027931B (zh) * 2016-04-14 2018-03-16 平安科技（深圳）有限公司 视频录制方法及服务器
US11055537B2 (en) * 2016-04-26 2021-07-06 Disney Enterprises, Inc. Systems and methods for determining actions depicted in media contents based on attention weights of media content frames
GB2557920B (en) * 2016-12-16 2020-03-04 Canon Kk Learning analytics
US11721026B2 (en) * 2017-01-20 2023-08-08 Sony Corporation Information processing apparatus, information processing method, and information processing system
JP6772963B2 (ja) * 2017-06-05 2020-10-21 トヨタ自動車株式会社 異常診断装置及び異常診断方法
CN107833220B (zh) * 2017-11-28 2021-06-11 河海大学常州校区 基于深度卷积神经网络与视觉显著性的织物缺陷检测方法
JP7051424B2 (ja) * 2017-12-22 2022-04-11 株式会社デンソー 異常検出装置
CN108256501A (zh) * 2018-02-05 2018-07-06 李刚毅 异常运动对象检测系统及其方法
WO2019191002A1 (en) * 2018-03-26 2019-10-03 Nvidia Corporation Object movement behavior learning
EP3557549B1 (de) 2018-04-19 2024-02-21 PKE Holding AG Verfahren zur bewertung eines bewegungsereignisses
CN108960160B (zh) * 2018-07-10 2021-03-09 深圳地平线机器人科技有限公司 基于非结构化预测模型来预测结构化状态量的方法和装置
CN109086709B (zh) * 2018-07-27 2023-04-07 腾讯科技（深圳）有限公司 特征提取模型训练方法、装置及存储介质
CN109410496B (zh) * 2018-10-25 2022-04-01 北京交通大学 入侵预警方法、装置及电子设备
CN111258874B (zh) * 2018-11-30 2023-09-05 中国移动通信集团浙江有限公司 一种基于web数据的用户操作轨迹分析方法及装置
CN110245669B (zh) * 2019-05-15 2024-02-02 平安科技（深圳）有限公司 手掌关键点的识别方法、装置、终端及可读存储介质
CN110232082B (zh) * 2019-06-13 2022-08-30 中国科学院新疆理化技术研究所 面向连续时空加油数据的异常检测方法
CN110795266A (zh) * 2019-10-25 2020-02-14 北京达佳互联信息技术有限公司 一种上报软件异常的方法、装置、电子设备及存储介质
CN111126195B (zh) * 2019-12-10 2023-03-14 郑州轻工业大学 基于场景属性驱动和时空域显著性的异常行为分析方法
JP7372446B2 (ja) * 2020-03-27 2023-10-31 株式会社日立国際電気 画像解析システム、画像解析方法及び画像解析プログラム
CN111767802B (zh) * 2020-06-05 2024-02-06 京东科技控股股份有限公司 一种对象异常状态的检测方法和装置
CN111784728B (zh) * 2020-06-29 2023-08-22 杭州海康威视数字技术股份有限公司 轨迹处理方法、装置、设备及存储介质
KR102833515B1 (ko) * 2020-08-11 2025-07-11 재단법인대구경북과학기술원 불확실성 인지 기반의 객체 검출 방법, 이를 이용한 전자 장치 및 차량에 탑재된 시스템
CN114091564B (zh) * 2020-08-25 2025-11-18 中国移动通信集团河北有限公司 用户服务异常处理方法及装置
CN112329815B (zh) * 2020-09-30 2022-07-22 华南师范大学 模型训练方法、行驶轨迹异常性检测方法、装置和介质
US11204931B1 (en) * 2020-11-19 2021-12-21 International Business Machines Corporation Query continuous data based on batch fitting
CN112465869B (zh) * 2020-11-30 2023-09-05 杭州海康威视数字技术股份有限公司 一种轨迹关联方法、装置、电子设备及存储介质
CN113032236B (zh) * 2021-04-01 2021-12-21 农夫铺子发展集团有限公司 应用于人工智能和云计算的业务行为处理方法及服务器
CN113255518B (zh) * 2021-05-25 2021-09-24 神威超算(北京)科技有限公司 一种视频异常事件检测方法和芯片
CN113591547A (zh) * 2021-06-15 2021-11-02 阿里云计算有限公司 图像处理方法、装置、电子设备及计算机可读存储介质
CN113627051B (zh) * 2021-07-23 2024-01-30 中国地质科学院地球物理地球化学勘查研究所 一种重力异常场分离方法、系统、存储介质和电子设备
CN113762121B (zh) * 2021-08-30 2024-07-19 北京金山云网络技术有限公司 一种动作识别方法及装置、电子设备及存储介质
CN114743300B (zh) * 2021-12-09 2024-07-05 全民认证科技（杭州）有限公司 基于行为大数据模型的门禁访问控制方法及系统
GB2620629A (en) * 2022-07-15 2024-01-17 Sony Europe Bv A device, computer program and method
CN115171049B (zh) * 2022-08-02 2025-11-25 江苏大学 一种基于对象元的视频异常检测方法
CN116613895B (zh) * 2023-07-21 2023-10-31 国网天津市电力公司信息通信公司 一种智能电网电力数据异常检测方法和系统
CN118115822B (zh) * 2024-04-29 2024-07-02 江西师范大学 一种基于图像块特征级联检索模型的异常检测方法及系统
CN120071249B (zh) * 2025-02-10 2025-10-17 天讯瑞达通信技术有限公司 一种针对隐匿社会安全行为的异常检测方法
CN120123958B (zh) * 2025-05-13 2025-09-02 厦门农芯数字科技有限公司 多传感器数据融合的猪场异常检测系统

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH08167022A (ja) * 1994-12-12 1996-06-25 Toshiba Corp 画像監視装置
US6459808B1 (en) * 1999-07-21 2002-10-01 Mitsubishi Electric Research Laboratories, Inc. Method for inferring target paths from related cue paths
US6801656B1 (en) * 2000-11-06 2004-10-05 Koninklijke Philips Electronics N.V. Method and apparatus for determining a number of states for a hidden Markov model in a signal processing system
WO2004014061A2 (en) * 2002-08-02 2004-02-12 University Of Rochester Automatic soccer video analysis and summarization
US7200266B2 (en) * 2002-08-27 2007-04-03 Princeton University Method and apparatus for automated video activity analysis
US7418128B2 (en) * 2003-07-31 2008-08-26 Microsoft Corporation Elastic distortions for automatic generation of labeled data
US8589315B2 (en) * 2004-08-14 2013-11-19 Hrl Laboratories, Llc Behavior recognition using cognitive swarms and fuzzy graphs
US7801328B2 (en) 2005-03-31 2010-09-21 Honeywell International Inc. Methods for defining, detecting, analyzing, indexing and retrieving events using video image processing
US8005294B2 (en) * 2006-11-29 2011-08-23 The Mitre Corporation Cursive character handwriting recognition system and method
US8189905B2 (en) * 2007-07-11 2012-05-29 Behavioral Recognition Systems, Inc. Cognitive model for a machine-learning engine in a video analysis system
US8131010B2 (en) * 2007-07-30 2012-03-06 International Business Machines Corporation High density queue estimation and line management
TWI389089B (zh) * 2007-10-04 2013-03-11 Chimei Innolux Corp 液晶驅動方法以及裝置
JP5041229B2 (ja) * 2007-12-07 2012-10-03 ソニー株式会社 学習装置および方法、認識装置および方法、並びにプログラム
US8594343B2 (en) * 2008-05-01 2013-11-26 Japan Science And Technology Agency Sound processing apparatus and sound processing method
US8249301B2 (en) * 2008-08-28 2012-08-21 International Business Machines Corporation Video object classification
US8165349B2 (en) * 2008-11-29 2012-04-24 International Business Machines Corporation Analyzing repetitive sequential events
US8280153B2 (en) * 2009-08-18 2012-10-02 Behavioral Recognition Systems Visualizing and updating learned trajectories in video surveillance systems
US8170283B2 (en) * 2009-09-17 2012-05-01 Behavioral Recognition Systems Inc. Video surveillance system configured to analyze complex behaviors using alternating layers of clustering and sequencing
US8610766B2 (en) * 2010-09-24 2013-12-17 International Business Machines Corporation Activity determination as function of transaction log
US9158976B2 (en) * 2011-05-18 2015-10-13 International Business Machines Corporation Efficient retrieval of anomalous events with priority learning

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JP2012194967A (ja) 2012-10-11
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