File size: 3,459 Bytes
e8f2571 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 |
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
Epochs: 12
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
Epochs: 18
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
Epochs: 24
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_ms-3x_coco.py
Metadata:
Training Memory (GB): 3.7
Epochs: 36
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
Epochs: 12
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
Epochs: 24
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_ms-3x_coco.py
Metadata:
Training Memory (GB): 6.2
Epochs: 36
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
|