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An Empirical Study of Spatial Attention Mechanisms in Deep Networks

Introduction

[ALGORITHM]

@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 Config Download
R-50 1111 N 1x 8.0 13.8 40.0 config model | log
R-50 0010 N 1x 4.2 18.4 39.1 config model | log
R-50 1111 Y 1x 8.0 12.7 42.1 config model | log
R-50 0010 Y 1x 4.2 17.1 42.0 config model | log