metafile.yml
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Collections:
- Name: SABL
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 8x V100 GPUs
Architecture:
- FPN
- ResNet
- SABL
Paper:
URL: https://arxiv.org/abs/1912.04260
Title: 'Side-Aware Boundary Localization for More Precise Object Detection'
README: configs/sabl/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v2.4.0/mmdet/models/roi_heads/bbox_heads/sabl_head.py#L14
Version: v2.4.0
Models:
- Name: sabl_faster_rcnn_r50_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_faster_rcnn_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 39.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_faster_rcnn_r50_fpn_1x_coco/sabl_faster_rcnn_r50_fpn_1x_coco-e867595b.pth
- Name: sabl_faster_rcnn_r101_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_faster_rcnn_r101_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 41.7
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_faster_rcnn_r101_fpn_1x_coco/sabl_faster_rcnn_r101_fpn_1x_coco-f804c6c1.pth
- Name: sabl_cascade_rcnn_r50_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_cascade_rcnn_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 41.6
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_cascade_rcnn_r50_fpn_1x_coco/sabl_cascade_rcnn_r50_fpn_1x_coco-e1748e5e.pth
- Name: sabl_cascade_rcnn_r101_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_cascade_rcnn_r101_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 43.0
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_cascade_rcnn_r101_fpn_1x_coco/sabl_cascade_rcnn_r101_fpn_1x_coco-2b83e87c.pth
- Name: sabl_retinanet_r50_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 37.7
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r50_fpn_1x_coco/sabl_retinanet_r50_fpn_1x_coco-6c54fd4f.pth
- Name: sabl_retinanet_r50_fpn_gn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r50_fpn_gn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 38.8
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r50_fpn_gn_1x_coco/sabl_retinanet_r50_fpn_gn_1x_coco-e16dfcf1.pth
- Name: sabl_retinanet_r101_fpn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r101_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 39.7
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_1x_coco/sabl_retinanet_r101_fpn_1x_coco-42026904.pth
- Name: sabl_retinanet_r101_fpn_gn_1x_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r101_fpn_gn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 40.5
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_1x_coco/sabl_retinanet_r101_fpn_gn_1x_coco-40a893e8.pth
- Name: sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco.py
Metadata:
Epochs: 24
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 42.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco/sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco-1e63382c.pth
- Name: sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco
In Collection: SABL
Config: configs/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco.py
Metadata:
Epochs: 24
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 43.6
Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco/sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco-5342f857.pth