readme

configs/empirical_attention/README.md

+# 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 | box AP | Download |
+|:---------:|:-------------------:|:----:|:-------:|:------:|:--------:|
+| R-50      | 1111                | N    | 1x      | 38.6   |     -    |
+| R-50      | 0010                | N    | 1x      | 38.2   |     -    |
+| R-50      | 1111                | Y    | 1x      | 41.0   |     -    |
+| R-50      | 0010                | Y    | 1x      | 40.8   |     -    |
+