TY - GEN
T1 - Real-time distributed tracking with non-overlapping cameras
AU - Wang, Youlu
AU - He, Li
AU - Velipasalar, Senem
PY - 2010
Y1 - 2010
N2 - We present a real-time distributed system for tracking with non-overlapping camera views. Each camera performs multiobject tracking, and cameras communicate with each other in a peer-to-peer manner for consistent labeling. To match objects across non-overlapping views, we employ multiple features, namely color histogram, height, travel time and speed. First, camera configuration and reference values of different features are learned in the training phase. Then, we combine multiple evidences by computing an overall similarity score, which is a weighted sum of the similarity scores of different features. Communication and frame processing run in parallel and share memory. Experimental results show the success of the presented system in real-time tracking with nonoverlapping cameras and in handling merge cases.
AB - We present a real-time distributed system for tracking with non-overlapping camera views. Each camera performs multiobject tracking, and cameras communicate with each other in a peer-to-peer manner for consistent labeling. To match objects across non-overlapping views, we employ multiple features, namely color histogram, height, travel time and speed. First, camera configuration and reference values of different features are learned in the training phase. Then, we combine multiple evidences by computing an overall similarity score, which is a weighted sum of the similarity scores of different features. Communication and frame processing run in parallel and share memory. Experimental results show the success of the presented system in real-time tracking with nonoverlapping cameras and in handling merge cases.
KW - Distributed
KW - Multicamera
KW - Non-overlapping cameras
KW - Real-time
KW - Tracking
UR - http://www.scopus.com/inward/record.url?scp=78651107332&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78651107332&partnerID=8YFLogxK
U2 - 10.1109/ICIP.2010.5651101
DO - 10.1109/ICIP.2010.5651101
M3 - Conference contribution
AN - SCOPUS:78651107332
SN - 9781424479948
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 697
EP - 700
BT - 2010 IEEE International Conference on Image Processing, ICIP 2010 - Proceedings
T2 - 2010 17th IEEE International Conference on Image Processing, ICIP 2010
Y2 - 26 September 2010 through 29 September 2010
ER -