TY - GEN
T1 - Research on low-resolution pedestrian detection algorithms based on R-CNN with targeted pooling and proposal
AU - Shi, Peng
AU - Wu, Jun
AU - Wang, Kai
AU - Zhang, Yao
AU - Wang, Jiapei
AU - Yi, Juneho
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2019/1/10
Y1 - 2019/1/10
N2 - We present an effective low-resolution pedestrian detection using targeted pooling and Region Proposal Network (RPN) in the Faster R-CNN. Our method firstly rearranges the anchor from the RPN exploiting an optimal hyper-parameter setting called »Elaborate Setup». Secondly, it refines the granularity in the pooling operation from the ROI pooling layer. The experimental results demonstrate that the proposed RPN together with fine-grained pooling, which we call LRPD-R-CNN is able to achieve high average precision and robust performance on the VOC 2007 dataset. This method has great potential in commercial values and wide application prospect in the field of computer vision, security and intelligent city.
AB - We present an effective low-resolution pedestrian detection using targeted pooling and Region Proposal Network (RPN) in the Faster R-CNN. Our method firstly rearranges the anchor from the RPN exploiting an optimal hyper-parameter setting called »Elaborate Setup». Secondly, it refines the granularity in the pooling operation from the ROI pooling layer. The experimental results demonstrate that the proposed RPN together with fine-grained pooling, which we call LRPD-R-CNN is able to achieve high average precision and robust performance on the VOC 2007 dataset. This method has great potential in commercial values and wide application prospect in the field of computer vision, security and intelligent city.
KW - Anchors
KW - Faster R-CNN
KW - Fine-grained Pooling
KW - Low-Resolution Pedestrian Detection
UR - https://www.scopus.com/pages/publications/85061935649
U2 - 10.1109/IPTA.2018.8608142
DO - 10.1109/IPTA.2018.8608142
M3 - Conference contribution
AN - SCOPUS:85061935649
T3 - 2018 8th International Conference on Image Processing Theory, Tools and Applications, IPTA 2018 - Proceedings
BT - 2018 8th International Conference on Image Processing Theory, Tools and Applications, IPTA 2018 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Image Processing Theory, Tools and Applications, IPTA 2018
Y2 - 7 November 2018 through 10 November 2018
ER -