TY - GEN
T1 - Sensor planning for PTZ cameras using the probability of camera overload
AU - Yao, Yi
AU - Chen, Chung Hao
AU - Abidi, Besma
AU - Page, David
AU - Koschan, Andreas
AU - Abidi, Mongi
PY - 2008
Y1 - 2008
N2 - Most existing sensor planning algorithms find it difficult to tackle the discrepancy between a PTZ camera's limited instant field of view (FOV) and panoramic achievable FOV. In this paper, we introduce the probability of camera overload to resolve this discrepancy and present a sensor planning algorithm for PTZ cameras under the same framework as static cameras. The resulting camera placement achieves the optimal balance between coverage and handoff success rate. Furthermore, our algorithm is able to incorporate the target's dynamics into sensor planning. As a result, the system's handoff success rate can be maintained in environments with various target densities. Experimental results and comparisons with a reference algorithm proposed by Erdem and Sclaroff verify the effectiveness of our algorithm via a significantly improved handoff success rate.
AB - Most existing sensor planning algorithms find it difficult to tackle the discrepancy between a PTZ camera's limited instant field of view (FOV) and panoramic achievable FOV. In this paper, we introduce the probability of camera overload to resolve this discrepancy and present a sensor planning algorithm for PTZ cameras under the same framework as static cameras. The resulting camera placement achieves the optimal balance between coverage and handoff success rate. Furthermore, our algorithm is able to incorporate the target's dynamics into sensor planning. As a result, the system's handoff success rate can be maintained in environments with various target densities. Experimental results and comparisons with a reference algorithm proposed by Erdem and Sclaroff verify the effectiveness of our algorithm via a significantly improved handoff success rate.
UR - https://www.scopus.com/pages/publications/77957915084
U2 - 10.1109/icpr.2008.4761040
DO - 10.1109/icpr.2008.4761040
M3 - Conference contribution
AN - SCOPUS:77957915084
SN - 9781424421756
T3 - Proceedings - International Conference on Pattern Recognition
BT - 2008 19th International Conference on Pattern Recognition, ICPR 2008
PB - Institute of Electrical and Electronics Engineers Inc.
ER -