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README.md 1.7 kB

2 years ago
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  1. # Rethinking ImageNet Pre-training
  2. ## Introduction
  3. <!-- [ALGORITHM] -->
  4. ```latex
  5. @article{he2018rethinking,
  6. title={Rethinking imagenet pre-training},
  7. author={He, Kaiming and Girshick, Ross and Doll{\'a}r, Piotr},
  8. journal={arXiv preprint arXiv:1811.08883},
  9. year={2018}
  10. }
  11. ```
  12. ## Results and Models
  13. | Model | Backbone | Style | Lr schd | box AP | mask AP | Config | Download |
  14. |:------------:|:---------:|:-------:|:-------:|:------:|:-------:|:------:|:--------:|
  15. | Faster R-CNN | R-50-FPN | pytorch | 6x | 40.7 | | [config](https://github.com/open-mmlab/mmdetection/tree/master/configs/scratch/faster_rcnn_r50_fpn_gn-all_scratch_6x_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/scratch/faster_rcnn_r50_fpn_gn-all_scratch_6x_coco/scratch_faster_rcnn_r50_fpn_gn_6x_bbox_mAP-0.407_20200201_193013-90813d01.pth) &#124; [log](https://download.openmmlab.com/mmdetection/v2.0/scratch/faster_rcnn_r50_fpn_gn-all_scratch_6x_coco/scratch_faster_rcnn_r50_fpn_gn_6x_20200201_193013.log.json) |
  16. | Mask R-CNN | R-50-FPN | pytorch | 6x | 41.2 | 37.4 | [config](https://github.com/open-mmlab/mmdetection/tree/master/configs/scratch/mask_rcnn_r50_fpn_gn-all_scratch_6x_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/scratch/mask_rcnn_r50_fpn_gn-all_scratch_6x_coco/scratch_mask_rcnn_r50_fpn_gn_6x_bbox_mAP-0.412__segm_mAP-0.374_20200201_193051-1e190a40.pth) &#124; [log](https://download.openmmlab.com/mmdetection/v2.0/scratch/mask_rcnn_r50_fpn_gn-all_scratch_6x_coco/scratch_mask_rcnn_r50_fpn_gn_6x_20200201_193051.log.json) |
  17. Note:
  18. - The above models are trained with 16 GPUs.

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