BACKGROUND-FOREGROUND TRACKING FOR VIDEO OBJECT SEGMENTATION

被引:0
作者
Perez-Rua, Juan-Manuel [1 ]
Crivelli, Tomas [1 ]
Perez, Patrick [1 ]
机构
[1] Technicolor, Rennes, France
来源
2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2015年
关键词
Markov random field; Optical flow; Object tracking;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present a method to segment objects of interest in video sequences by combining robust background and foreground point tracking with joint color and motion-based segmentation. Our approach is sequential in time, avoiding a global processing of the video, while being simple and generic. This makes the method attractive for online applications, including video editing or augmented reality, as it can be adapted for both automated and interactive work-flows. We present visual and quantitative experiments to compare with existing algorithms, showing promising results.
引用
收藏
页码:1613 / 1617
页数:5
相关论文
共 18 条
[1]  
[Anonymous], 2010, P BRIT MACH VIS C
[2]   Interactive segmentation of image volumes with Live Surface [J].
Armstrong, Christopher J. ;
Price, Brian L. ;
Barrett, William A. .
COMPUTERS & GRAPHICS-UK, 2007, 31 (02) :212-229
[3]   Video SnapCut: Robust Video Object Cutout Using Localized Classifiers [J].
Bai, Xue ;
Wang, Jue ;
Simons, David ;
Sapiro, Guillermo .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03)
[4]   Lucas-Kanade 20 years on: A unifying framework [J].
Baker, S ;
Matthews, I .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 56 (03) :221-255
[5]   ViBe: A Universal Background Subtraction Algorithm for Video Sequences [J].
Barnich, Olivier ;
Van Droogenbroeck, Marc .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (06) :1709-1724
[6]  
Bouguet J., 2001, PYRAMIDAL IMPLEMENTA, V5
[7]  
Boykov YY, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL I, PROCEEDINGS, P105, DOI 10.1109/ICCV.2001.937505
[8]  
Brox T, 2010, LECT NOTES COMPUT SC, V6315, P282, DOI 10.1007/978-3-642-15555-0_21
[9]  
Chuang YY, 2002, ACM T GRAPHIC, V21, P243, DOI 10.1145/566570.566572
[10]   Robust Optical Flow Integration [J].
Crivelli, Tomas ;
Fradet, Matthieu ;
Conze, Pierre-Henri ;
Robert, Philippe ;
Perez, Patrick .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (01) :484-498