TY - GEN
T1 - Top-view people detection based on multiple subarea pose models for smart home system
AU - Wang, Han
AU - Park, Dubok
AU - Han, David K.
AU - Ko, Hanseok
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/3/10
Y1 - 2016/3/10
N2 - In this paper, an effective top-view people detection algorithm based on multiple subarea models is proposed for smart home system. Conventional single model based detector is difficult to achieve high performance in top-view people detection since there are too many possible individual poses in the top-view based image scene and it is impossible to cover all the poses with single model. Therefore, this paper develops a model of 9 typical poses to mitigate the low detection performance problem of conventional method. Moreover, by restricting the local scope of every pose model, the proposed approach yields an improved detection rate while reducing false alarm compared to the conventional single model based detector.
AB - In this paper, an effective top-view people detection algorithm based on multiple subarea models is proposed for smart home system. Conventional single model based detector is difficult to achieve high performance in top-view people detection since there are too many possible individual poses in the top-view based image scene and it is impossible to cover all the poses with single model. Therefore, this paper develops a model of 9 typical poses to mitigate the low detection performance problem of conventional method. Moreover, by restricting the local scope of every pose model, the proposed approach yields an improved detection rate while reducing false alarm compared to the conventional single model based detector.
UR - http://www.scopus.com/inward/record.url?scp=84965175690&partnerID=8YFLogxK
U2 - 10.1109/ICCE.2016.7430500
DO - 10.1109/ICCE.2016.7430500
M3 - Conference contribution
AN - SCOPUS:84965175690
T3 - 2016 IEEE International Conference on Consumer Electronics, ICCE 2016
SP - 1
EP - 2
BT - 2016 IEEE International Conference on Consumer Electronics, ICCE 2016
A2 - Bellido, Francisco J.
A2 - Diaz-Sanchez, Daniel
A2 - Vun, Nicholas C. H.
A2 - Dolar, Carsten
A2 - Ling, Wing-Kuen
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - IEEE International Conference on Consumer Electronics, ICCE 2016
Y2 - 7 January 2016 through 11 January 2016
ER -