Abstract
We present an unsupervised path modeling method to track foreground objects across multiple cameras with disjoint views. To avoid the training process in most approaches, our method imposes the camera topology graph to identify possible paths of foreground objects in the camera network. Then, with the appearance and temporal information, dynamic programming is applied to search an optimal path of a target foreground object with a given length of the path. The experimental results show that the proposed method can successfully track target objects across multiple cameras with disjoint views compared to the state-of-the-Art supervised methods.
| Original language | English |
|---|---|
| Title of host publication | Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014 |
| Editors | Xiaohong Jiang, Shaozi Li, Yun Cheng, Ying Dai |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 1161-1165 |
| Number of pages | 5 |
| ISBN (Electronic) | 9781479931965 |
| DOIs | |
| Publication status | Published - 2014 Nov 5 |
| Event | 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014 - Sapporo City, Hokkaido, Japan Duration: 2014 Apr 26 → 2014 Apr 28 |
Publication series
| Name | Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014 |
|---|---|
| Volume | 2 |
Other
| Other | 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014 |
|---|---|
| Country | Japan |
| City | Sapporo City, Hokkaido |
| Period | 14-04-26 → 14-04-28 |
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All Science Journal Classification (ASJC) codes
- Electrical and Electronic Engineering
Cite this
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Unsupervised path modeling across multiple cameras with disjoint views for foreground object tracking. / Yang, Di Kai; Chung, Pau-Choo; Huang, Chun Rong.
Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014. ed. / Xiaohong Jiang; Shaozi Li; Yun Cheng; Ying Dai. Institute of Electrical and Electronics Engineers Inc., 2014. p. 1161-1165 6947853 (Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014; Vol. 2).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
TY - GEN
T1 - Unsupervised path modeling across multiple cameras with disjoint views for foreground object tracking
AU - Yang, Di Kai
AU - Chung, Pau-Choo
AU - Huang, Chun Rong
PY - 2014/11/5
Y1 - 2014/11/5
N2 - We present an unsupervised path modeling method to track foreground objects across multiple cameras with disjoint views. To avoid the training process in most approaches, our method imposes the camera topology graph to identify possible paths of foreground objects in the camera network. Then, with the appearance and temporal information, dynamic programming is applied to search an optimal path of a target foreground object with a given length of the path. The experimental results show that the proposed method can successfully track target objects across multiple cameras with disjoint views compared to the state-of-the-Art supervised methods.
AB - We present an unsupervised path modeling method to track foreground objects across multiple cameras with disjoint views. To avoid the training process in most approaches, our method imposes the camera topology graph to identify possible paths of foreground objects in the camera network. Then, with the appearance and temporal information, dynamic programming is applied to search an optimal path of a target foreground object with a given length of the path. The experimental results show that the proposed method can successfully track target objects across multiple cameras with disjoint views compared to the state-of-the-Art supervised methods.
UR - http://www.scopus.com/inward/record.url?scp=84913539627&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84913539627&partnerID=8YFLogxK
U2 - 10.1109/InfoSEEE.2014.6947853
DO - 10.1109/InfoSEEE.2014.6947853
M3 - Conference contribution
T3 - Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014
SP - 1161
EP - 1165
BT - Proceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014
A2 - Jiang, Xiaohong
A2 - Li, Shaozi
A2 - Cheng, Yun
A2 - Dai, Ying
PB - Institute of Electrical and Electronics Engineers Inc.
ER -