Temporal segmentation of video objects for hierarchical object-based motion description

被引:18
|
作者
Fu, Y
Ekin, A
Tekalp, AM
Mehrotra, R
机构
[1] Univ Rochester, Dept Elect & Comp Engn, Rochester, NY 14627 USA
[2] Eastman Kodak Co, Div Imaging Sci, Rochester, NY 14650 USA
基金
美国国家科学基金会;
关键词
motion description; parametric motion model; video browsing and navigation; video indexing; video summary;
D O I
10.1109/83.982821
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a hierarchical approach for object-based motion description of video in terms of object motions and object-to-object interactions. We present a temporal hierarchy for object motion description, which consists of low-level elementary motion units (EMU) and high-level action units (AU). Likewise, object-to-object interactions are decomposed into a hierarchy of low-level elementary reaction units (ERU) and high-level interaction units (IU). We then propose an algorithm for temporal segmentation of video objects into EMUs, whose dominant motion can be described by a single representative parametric model. The algorithm also computes a representative (dominant) affine model for each EMU. We also provide algorithms for identification of ERUs and for classification of the type of ERUs. Experimental results demonstrate that segmenting the life-span of video objects into EMUs and ERUs facilitates the generation of high-level visual summaries for fast browsing and navigation. At present, the formation of high-level action and interaction units is done interactively. We also provide a set of query-by-example results for low-level EMU retrieval from a database based on similarity of the representative dominant affine models.
引用
下载
收藏
页码:135 / 145
页数:11
相关论文
共 50 条
  • [1] Segmentation of moving objects for object-based video coding
    Lu, Guanming
    Bi, Houjie
    Shu Ju Cai Ji Yu Chu Li/Journal of Data Acquisition & Processing, 2000, 15 (02): : 180 - 184
  • [2] Iterative motion-based segmentation for object-based video coding
    Csillag, P
    Boroczky, L
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL I, 1997, : 73 - 76
  • [3] Motion-based segmentation for object-based video coding and indexing
    Chupeau, B
    François, E
    IMAGE AND VIDEO COMMUNICATIONS AND PROCESSING 2000, 2000, 3974 : 853 - 860
  • [4] Object-based video coding by global-to-local motion segmentation
    Shamim, A
    Robinson, JA
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2002, 12 (12) : 1106 - 1116
  • [5] Object-based video segmentation using spatio-temporal energy
    Bao, HQ
    Zhang, ZY
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 1260 - 1263
  • [6] SEGMENTATION-BASED EXTRACTION OF IMPORTANT OBJECTS FROM VIDEO FOR OBJECT-BASED INDEXING
    Bastan, Muhammet
    Gueduekbay, Ugur
    Ulusoy, Oezguer
    2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4, 2008, : 1357 - 1360
  • [7] An Improved Object-Based Video Segmentation Method
    Xu, Wendan
    Lai, Xinquan
    Xu, Donglai
    ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2445 - 2449
  • [8] Segmentation-based motion estimation for video processing using object-based detection of motion types
    Amer, A
    Dubois, E
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING '99, PARTS 1-2, 1998, 3653 : 1475 - 1486
  • [9] Interactive fine object-based segmentation of generic video scenes for object-based indexing
    Benois-Pineau, J
    Braquelaire, JP
    Ali-Mhammad, A
    Digital Media: Processing Multimedia Interactive Services, 2003, : 200 - 203
  • [10] An object-based motion method for video coding
    Jehan-Besson, S
    Barlaud, M
    Aubert, G
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2001, : 502 - 505