Inter-frame constrained coding based on superpixel for tracking

Verfasser / Beitragende:
[Xiaolin Tian, Licheng Jiao, Xiaoli Zheng, Xiaohua Zhang]
Ort, Verlag, Jahr:
2015
Enthalten in:
The Visual Computer, 31/5(2015-05-01), 701-715
Format:
Artikel (online)
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024 7 0 |a 10.1007/s00371-014-0996-4  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00371-014-0996-4 
245 0 0 |a Inter-frame constrained coding based on superpixel for tracking  |h [Elektronische Daten]  |c [Xiaolin Tian, Licheng Jiao, Xiaoli Zheng, Xiaohua Zhang] 
520 3 |a A video tracking method based on superpixel with inter-frame constrained coding is proposed in this paper. The 3-D CIE Lab color feature is extracted at each superpixel to characterize local image information. Based on the color feature, the superpixel-based coding model is achieved between the adjacent frames for correctly tracking object. The proposed tracking method considers the interaction of corresponding superpixels between the adjacent frames of complex scenes, which enhances the stability of encoding. Due to the update of codebook and classifier parameter, the proposed method is robust for long-term object tracking. We test the proposed method on 15 challenging sequences involving drastic illumination change, partial or full occlusion, and large pose variation. The proposed method shows excellent performance in comparison with eight previously proposed trackers. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Tracking  |2 nationallicence 
690 7 |a Superpixels  |2 nationallicence 
690 7 |a Coding  |2 nationallicence 
700 1 |a Tian  |D Xiaolin  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Jiao  |D Licheng  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Zheng  |D Xiaoli  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Zhang  |D Xiaohua  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
773 0 |t The Visual Computer  |d Springer Berlin Heidelberg  |g 31/5(2015-05-01), 701-715  |x 0178-2789  |q 31:5<701  |1 2015  |2 31  |o 371 
856 4 0 |u https://doi.org/10.1007/s00371-014-0996-4  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00371-014-0996-4  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Tian  |D Xiaolin  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Jiao  |D Licheng  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zheng  |D Xiaoli  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zhang  |D Xiaohua  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, International Research Center for Intelligent Perception and Computation, Institute of Intelligent Information Processing, Xidian University, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t The Visual Computer  |d Springer Berlin Heidelberg  |g 31/5(2015-05-01), 701-715  |x 0178-2789  |q 31:5<701  |1 2015  |2 31  |o 371