OpenMMLab Detection Toolbox and Benchmark
https://mmdetection.readthedocs.io/
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
104 lines
3.3 KiB
104 lines
3.3 KiB
Collections: |
|
- Name: PAA |
|
Metadata: |
|
Training Data: COCO |
|
Training Techniques: |
|
- SGD with Momentum |
|
- Weight Decay |
|
Training Resources: 8x V100 GPUs |
|
Architecture: |
|
- FPN |
|
- Probabilistic Anchor Assignment |
|
- ResNet |
|
Paper: |
|
URL: https://arxiv.org/abs/2007.08103 |
|
Title: 'Probabilistic Anchor Assignment with IoU Prediction for Object Detection' |
|
README: configs/paa/README.md |
|
Code: |
|
URL: https://github.com/open-mmlab/mmdetection/blob/v2.4.0/mmdet/models/detectors/paa.py#L6 |
|
Version: v2.4.0 |
|
|
|
Models: |
|
- Name: paa_r50_fpn_1x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r50_fpn_1x_coco.py |
|
Metadata: |
|
Training Memory (GB): 3.7 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 40.4 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1x_coco/paa_r50_fpn_1x_coco_20200821-936edec3.pth |
|
|
|
- Name: paa_r50_fpn_1.5x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r50_fpn_1.5x_coco.py |
|
Metadata: |
|
Training Memory (GB): 3.7 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 41.4 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1.5x_coco/paa_r50_fpn_1.5x_coco_20200823-805d6078.pth |
|
|
|
- Name: paa_r50_fpn_2x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r50_fpn_2x_coco.py |
|
Metadata: |
|
Training Memory (GB): 3.7 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 41.6 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_2x_coco/paa_r50_fpn_2x_coco_20200821-c98bfc4e.pth |
|
|
|
- Name: paa_r50_fpn_mstrain_3x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r50_fpn_mstrain_3x_coco.py |
|
Metadata: |
|
Training Memory (GB): 3.7 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 43.3 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_mstrain_3x_coco/paa_r50_fpn_mstrain_3x_coco_20210121_145722-06a6880b.pth |
|
|
|
- Name: paa_r101_fpn_1x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r101_fpn_1x_coco.py |
|
Metadata: |
|
Training Memory (GB): 6.2 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 42.6 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_1x_coco/paa_r101_fpn_1x_coco_20200821-0a1825a4.pth |
|
|
|
- Name: paa_r101_fpn_2x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r101_fpn_2x_coco.py |
|
Metadata: |
|
Training Memory (GB): 6.2 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 43.5 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_2x_coco/paa_r101_fpn_2x_coco_20200821-6829f96b.pth |
|
|
|
- Name: paa_r101_fpn_mstrain_3x_coco |
|
In Collection: PAA |
|
Config: configs/paa/paa_r101_fpn_mstrain_3x_coco.py |
|
Metadata: |
|
Training Memory (GB): 6.2 |
|
Results: |
|
- Task: Object Detection |
|
Dataset: COCO |
|
Metrics: |
|
box AP: 45.1 |
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_mstrain_3x_coco/paa_r101_fpn_mstrain_3x_coco_20210122_084202-83250d22.pth
|
|
|