Scale-aware Fast R-CNN for Pedestrian Detection

作者: Xiaodan Liang , Shuicheng Yan , Jiashi Feng , Jianan Li , ShengMei Shen

DOI:

关键词: Leverage (statistics)Variance (accounting)Pedestrian detectionComputer scienceScale (descriptive set theory)Function (mathematics)Artificial intelligenceObject (computer science)Machine learning

摘要: … ing strategy, we first compare SAF R-CNN with the Fast R-CNN [15] that has one single … For fair comparison with SAF R-CNN, we also resize the input image to Fast R-CNN to 800 …

参考文章(34)
C. Lawrence Zitnick, Piotr Dollár, Edge Boxes: Locating Object Proposals from Edges Computer Vision – ECCV 2014. pp. 391- 405 ,(2014) , 10.1007/978-3-319-10602-1_26
Xiaodan Liang, Luoqi Liu, Liang Lin, Shuicheng Yan, Yunchao Wei, Si Liu, Computational Baby Learning. arXiv: Computer Vision and Pattern Recognition. ,(2014)
Karen Simonyan, Andrew Zisserman, Very Deep Convolutional Networks for Large-Scale Image Recognition computer vision and pattern recognition. ,(2014)
Tianjun Xiao, Kuiyuan Yang, Jiaxing Zhang, Zheng Zhang, Yichong Xu, Scale-Invariant Convolutional Neural Networks. arXiv: Computer Vision and Pattern Recognition. ,(2014)
Wei Li, Rui Zhao, Tong Xiao, Xiaogang Wang, DeepReID: Deep Filter Pairing Neural Network for Person Re-identification computer vision and pattern recognition. pp. 152- 159 ,(2014) , 10.1109/CVPR.2014.27
Wanli Ouyang, Xiaogang Wang, A discriminative deep model for pedestrian detection with occlusion handling computer vision and pattern recognition. pp. 3258- 3265 ,(2012) , 10.1109/CVPR.2012.6248062
Pablo Arbelaez, Jordi Pont-Tuset, Jon Barron, Ferran Marques, Jitendra Malik, Multiscale Combinatorial Grouping computer vision and pattern recognition. pp. 328- 335 ,(2014) , 10.1109/CVPR.2014.49
Paul Viola, Michael J. Jones, Daniel Snow, Detecting Pedestrians Using Patterns of Motion and Appearance international conference on computer vision. ,vol. 63, pp. 734- 741 ,(2003) , 10.1007/S11263-005-6644-8
P. Dollar, C. Wojek, B. Schiele, P. Perona, Pedestrian Detection: An Evaluation of the State of the Art IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 34, pp. 743- 761 ,(2012) , 10.1109/TPAMI.2011.155
Yanwei Pang, Kun Zhang, Yuan Yuan, Kongqiao Wang, Distributed object detection with linear SVMs. IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 44, pp. 2122- 2133 ,(2014) , 10.1109/TCYB.2014.2301453