An Empirical Study of Spatial Attention Mechanisms in Deep Networks

Introduction

@article{zhu2019empirical,
  title={An Empirical Study of Spatial Attention Mechanisms in Deep Networks},
  author={Zhu, Xizhou and Cheng, Dazhi and Zhang, Zheng and Lin, Stephen and Dai, Jifeng},
  journal={arXiv preprint arXiv:1904.05873},
  year={2019}
}

Results and Models

Backbone	Attention Component	DCN	Lr schd	Mem (GB)	Inf time (fps)	box AP	Download
R-50	1111	N	1x	8.0	13.8	40.0	model | log
R-50	0010	N	1x	4.2	18.4	39.1	model | log
R-50	1111	Y	1x	8.0	12.7	42.1	model | log
R-50	0010	Y	1x	4.2	17.1	42.0	model | log