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- Collections:
- - Name: Rethinking ImageNet Pre-training
- Metadata:
- Training Data: COCO
- Training Techniques:
- - SGD with Momentum
- - Weight Decay
- Training Resources: 8x V100 GPUs
- Architecture:
- - FPN
- - RPN
- - ResNet
- Paper:
- URL: https://arxiv.org/abs/1811.08883
- Title: 'Rethinking ImageNet Pre-training'
- README: configs/scratch/README.md
- Code:
- URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/configs/scratch/faster-rcnn_r50-scratch_fpn_gn-all_6x_coco.py
- Version: v2.0.0
- Models:
- - Name: faster-rcnn_r50_fpn_gn-all_scratch_6x_coco
- In Collection: Rethinking ImageNet Pre-training
- Config: configs/scratch/faster-rcnn_r50-scratch_fpn_gn-all_6x_coco.py
- Metadata:
- Epochs: 72
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 40.7
- Weights: 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
- - Name: mask-rcnn_r50_fpn_gn-all_scratch_6x_coco
- In Collection: Rethinking ImageNet Pre-training
- Config: configs/scratch/mask-rcnn_r50-scratch_fpn_gn-all_6x_coco.py
- Metadata:
- Epochs: 72
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 41.2
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 37.4
- Weights: 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
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