Proceedings of the 2015 International Conference on Intelligent Systems Research and Mechatronics Engineering

Dynamic Scenario Segmentation based on Target Assumption Sort

Authors
Zifen He, Yinhui Zhang
Corresponding Author
Zifen He
Available Online April 2015.
DOI
10.2991/isrme-15.2015.283How to use a DOI?
Keywords
Dynamic scenario segmentation;Target assumption;Markov random field;Sorting
Abstract

This paper enables robust foreground segmentation by sorting target proposals over a assumption space to achieve consistent target candidates and binary segmentation of a video sequence. This is followed by sorting the target candidates over a specific hypothesis space to yield consistent and dense object proposals. An efficient higher-order graph-cut method is adopted to optimize a Markov Random Field (MRF) model, which is instantiated by the estimated foreground hypothesis with the highest score. Compared with a state-of-the-art algorithm, our method results in better and robust segmentation performance when dealing with highly dynamic image sequences.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2015 International Conference on Intelligent Systems Research and Mechatronics Engineering
Series
Advances in Intelligent Systems Research
Publication Date
April 2015
ISBN
10.2991/isrme-15.2015.283
ISSN
1951-6851
DOI
10.2991/isrme-15.2015.283How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Zifen He
AU  - Yinhui Zhang
PY  - 2015/04
DA  - 2015/04
TI  - Dynamic Scenario Segmentation based on Target Assumption Sort
BT  - Proceedings of the 2015 International Conference on Intelligent Systems Research and Mechatronics Engineering
PB  - Atlantis Press
SP  - 1415
EP  - 1418
SN  - 1951-6851
UR  - https://doi.org/10.2991/isrme-15.2015.283
DO  - 10.2991/isrme-15.2015.283
ID  - He2015/04
ER  -