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Commit f080ccbe authored by Cao Yuhang's avatar Cao Yuhang Committed by Kai Chen
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Add grid rcnn benchmark (#864) 

* add grid benchmark

* minor update to readme
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configs/grid_rcnn/README.md
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| Backbone | Lr schd | Mem (GB) | Train time (s/iter) | Inf time (fps) | box AP | Download |
|:-----------:|:-------:|:--------:|:-------------------:|:--------------:|:------:|:--------:|
| R-50 | 2x | 4.8 | | | 40.3 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_r50_fpn_2x_20190619-5b29cf9d.pth) |
| R-101 | 2x | 6.7 | | | 41.7 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_r101_fpn_2x_20190619-a4b61645.pth) |
| X-101-32x4d | 2x | 8.0 | | | 43.0 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_x101_32x4d_fpn_2x_20190619-0bbfd87a.pth) |
| X-101-64x4d | 2x | 10.9 | | | 43.1 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_x101_64x4d_fpn_2x_20190619-8f4e20bb.pth) |
| R-50 | 2x | 4.8 | 1.172 | 10.9 | 40.3 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_r50_fpn_2x_20190619-5b29cf9d.pth) |
| R-101 | 2x | 6.7 | 1.214 | 10.0 | 41.7 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_r101_fpn_2x_20190619-a4b61645.pth) |
| X-101-32x4d | 2x | 8.0 | 1.335 | 8.5 | 43.0 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_x101_32x4d_fpn_2x_20190619-0bbfd87a.pth) |
| X-101-64x4d | 2x | 10.9 | 1.753 | 6.4 | 43.1 | [model](https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/models/grid_rcnn/grid_rcnn_gn_head_x101_64x4d_fpn_2x_20190619-8f4e20bb.pth) |
**Notes:**
- All models are trained with 8 GPUs instead of 32 GPUs in the original paper.
- The warming up lasts for 1 epoch and `2x` here indicates 25 epochs.
- The training speed is about 3 times slower than Faster R-CNN.
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