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Merge pull request #3 from airctic/update-to-mmdet-2.20.0
update to mmdet 2.20.0
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Collections: | ||
- Name: CARAFE | ||
Metadata: | ||
Training Data: COCO | ||
Training Techniques: | ||
- SGD with Momentum | ||
- Weight Decay | ||
Training Resources: 8x V100 GPUs | ||
Architecture: | ||
- RPN | ||
- FPN_CARAFE | ||
- ResNet | ||
- RoIPool | ||
Paper: | ||
URL: https://arxiv.org/abs/1905.02188 | ||
Title: 'CARAFE: Content-Aware ReAssembly of FEatures' | ||
README: configs/carafe/README.md | ||
Code: | ||
URL: https://github.com/open-mmlab/mmdetection/blob/v2.12.0/mmdet/models/necks/fpn_carafe.py#L11 | ||
Version: v2.12.0 | ||
|
||
Models: | ||
- Name: faster_rcnn_r50_fpn_carafe_1x_coco | ||
In Collection: CARAFE | ||
Config: configs/carafe/faster_rcnn_r50_fpn_carafe_1x_coco.py | ||
Metadata: | ||
Training Memory (GB): 4.26 | ||
Epochs: 12 | ||
Results: | ||
- Task: Object Detection | ||
Dataset: COCO | ||
Metrics: | ||
box AP: 38.6 | ||
- Task: Instance Segmentation | ||
Dataset: COCO | ||
Metrics: | ||
mask AP: 38.6 | ||
Weights: https://download.openmmlab.com/mmdetection/v2.0/carafe/faster_rcnn_r50_fpn_carafe_1x_coco/faster_rcnn_r50_fpn_carafe_1x_coco_bbox_mAP-0.386_20200504_175733-385a75b7.pth | ||
|
||
- Name: mask_rcnn_r50_fpn_carafe_1x_coco | ||
In Collection: CARAFE | ||
Config: configs/carafe/mask_rcnn_r50_fpn_carafe_1x_coco.py | ||
Metadata: | ||
Training Memory (GB): 4.31 | ||
Epochs: 12 | ||
Results: | ||
- Task: Object Detection | ||
Dataset: COCO | ||
Metrics: | ||
box AP: 39.3 | ||
- Task: Instance Segmentation | ||
Dataset: COCO | ||
Metrics: | ||
mask AP: 35.6 | ||
Weights: https://download.openmmlab.com/mmdetection/v2.0/carafe/mask_rcnn_r50_fpn_carafe_1x_coco/mask_rcnn_r50_fpn_carafe_1x_coco_bbox_mAP-0.393__segm_mAP-0.358_20200503_135957-8687f195.pth |
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