Automatic objects behaviour recognition from compressed video domain

被引:8
|
作者
Rodriguez-Benitez, L. [1 ]
Moreno-Garcia, J. [2 ]
Castro-Schez, J. J. [1 ]
Albusac, J. [1 ]
Jimenez-Linares, L. [1 ]
机构
[1] Univ Castilla La Mancha Technol & Sistemas Inform, Oreto Res Grp, E-13071 Ciudad Real, Spain
[2] Escuela Ingn Tecn Ind, Toledo, OH USA
关键词
Fuzzy logic; Linguistic labels; MPEG compressed video; Behaviour models; Vehicles tracking;
D O I
10.1016/j.imavis.2008.07.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a system that, directly from compressed video domain, establishes a correspondence between objects in motion in a video scene and a concrete behaviour. This behaviour is expressed by using linguistic variables. Besides, with this fuzzy logic-based approach, the imprecision and vagueness of our primary source of information, MPEG motion vectors, is reduced. Proposed algorithms for segmentation and tracking are based on fuzzification of MPEG motion data. Once the tracking phase has finished, a linguistic model for each objective in the scene is generated and compared with each one of the behaviour models previously described in a linguistic manner. Finally, a practical application of this system for detection, tracking and behaviour analysis of vehicles in complex traffic scenes is presented. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:648 / 657
页数:10
相关论文
共 50 条
  • [21] Compressed Video Action Recognition
    Wu, Chao-Yuan
    Zaheer, Manzil
    Hu, Hexiang
    Manmatha, R.
    Smola, Alexander J.
    Krahenbuhl, Philipp
    2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 6026 - 6035
  • [22] Low-complexity automatic speaker recognition in the compressed GSM AMR domain
    Petracca, M
    Servetti, A
    De Martin, JC
    2005 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), VOLS 1 AND 2, 2005, : 662 - 665
  • [23] Automatic caption localization in compressed video
    Zhong, Y
    Zhang, HJ
    Jain, AK
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (04) : 385 - 392
  • [24] Automatic Interest Recognition from Posture and Behaviour
    Bigi, Wolmer
    Baecchi, Claudio
    Del Bimbo, Alberto
    MM '20: PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, 2020, : 2472 - 2480
  • [25] Video Enhancement from Multiple Compressed Copies in Transform Domain
    Viet Anh Nguyen
    Zhenzhong Chen
    Yap-Peng Tan
    EURASIP Journal on Image and Video Processing, 2010
  • [26] Real-time spatiotemporal segmentation of video objects in the H.264 compressed domain
    Liu, Zhi
    Lu, Yu
    Zhang, Zhaoyang
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2007, 18 (03) : 275 - 290
  • [27] Video Enhancement from Multiple Compressed Copies in Transform Domain
    Viet Anh Nguyen
    Chen, Zhenzhong
    Tan, Yap-Peng
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2010,
  • [28] Semantic video summarization in compressed domain MPEG video
    Yu, JCS
    Kankanhalli, MS
    Mulhem, P
    2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL III, PROCEEDINGS, 2003, : 329 - 332
  • [29] Compressed-Domain Video Retargeting
    Zhang, Jiangyang
    Li, Shangwen
    Kuo, C. -C. Jay
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (02) : 797 - 809
  • [30] MPEG video compositing in the compressed domain
    Noguchi, Y
    Messerschmitt, DG
    Chang, SF
    ISCAS 96: 1996 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - CIRCUITS AND SYSTEMS CONNECTING THE WORLD, VOL 2, 1996, : 596 - 599