Multi-object segmentation by stereo mismatch

被引:5
|
作者
Sun, Wei [1 ]
Spackman, Stephen P. [2 ]
机构
[1] Intel Corp, Santa Clara, CA 95054 USA
[2] Quantum Corp, San Jose, CA 95110 USA
关键词
Object segmentation; Scene decomposition; Background models; Stereo mismatch; Disparity contours;
D O I
10.1007/s00138-008-0127-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new stereo mismatch based foreground object segmentation method is described. It efficiently locates objects over a wide range of depths against backgrounds of known 3D geometry, even in the presence of rapidly changing lighting and dynamic textures, such as projected video. Not relying on full stereo reconstruction, it is fast enough in software for some real-time applications, robust to camera quality, and requires little parameter tuning. Experimental results validate the approach, demonstrating its ability to simultaneously distinguish multiple objects in a complex scene, even when close together or partially occluded.
引用
收藏
页码:339 / 352
页数:14
相关论文
共 50 条
  • [31] Household Goods Recognition Using Hierarchical Multi-object Segmentation
    Wang, Wenjuan
    Zhuang, Jinlian
    Zhang, Xiaomei
    Hsia, Chih-Hsien
    Li, Chun-, I
    Yang, Cheng-Fu
    SENSORS AND MATERIALS, 2021, 33 (04) : 1363 - 1373
  • [32] Assignment-Space-based Multi-Object Tracking and Segmentation
    Choudhuri, Anwesa
    Chowdhary, Girish
    Schwing, Alexander G.
    2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2021), 2021, : 13578 - 13587
  • [33] Multi-Object Tracking and Segmentation Via Neural Message Passing
    Braso, Guillem
    Cetintas, Orcun
    Leal-Taixe, Laura
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2022, 130 (12) : 3035 - 3053
  • [34] Target-Aware Object Discovery and Association for Unsupervised Video Multi-Object Segmentation
    Zhou, Tianfei
    Li, Jianwu
    Li, Xueyi
    Shao, Ling
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 6981 - 6990
  • [35] Object Stereo-Joint Stereo Matching and Object Segmentation
    Bleyer, Michael
    Rother, Carsten
    Kohli, Pushmeet
    Scharstein, Daniel
    Sinha, Sudipta
    2011 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2011,
  • [36] Disparity contour grouping for multi-object segmentation in dynamically textured scenes
    Sun, Wei
    Spackman, Stephen P.
    VISAPP 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOLUME IU/MTSV, 2007, : 347 - +
  • [37] Multi-Object Tracking and Segmentation with a Space-Time Memory Network
    Miah, Mehdi
    Bilodeau, Guillaume-Alexandre
    Saunier, Nicolas
    2023 20TH CONFERENCE ON ROBOTS AND VISION, CRV, 2023, : 184 - 193
  • [38] Robust Instance Segmentation through Reasoning about Multi-Object Occlusion
    Yuan, Xiaoding
    Kortylewski, Adam
    Sun, Yihong
    Yuille, Alan
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 11136 - 11145
  • [39] Multi-object deformable templates dedicated to the segmentation of brain deep structures
    Poupon, F
    Mangin, JF
    Hasboun, D
    Poupon, C
    Magnin, I
    Frouin, V
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI'98, 1998, 1496 : 1134 - 1143
  • [40] CNN Based Multi-Object Segmentation and Feature Fusion for Scene Recognition
    Rafique, Adnan Ahmed
    Ghadi, Yazeed Yasin
    Alsuhibany, Suliman A.
    Chelloug, Samia Allaoua
    Jalal, Ahmad
    Park, Jeongmin
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 73 (03): : 4657 - 4675