96 lines
3.1 KiB
YAML
96 lines
3.1 KiB
YAML
Collections:
|
|
- Name: TOOD
|
|
Metadata:
|
|
Training Data: COCO
|
|
Training Techniques:
|
|
- SGD
|
|
Training Resources: 8x V100 GPUs
|
|
Architecture:
|
|
- TOOD
|
|
Paper:
|
|
URL: https://arxiv.org/abs/2108.07755
|
|
Title: 'TOOD: Task-aligned One-stage Object Detection'
|
|
README: configs/tood/README.md
|
|
Code:
|
|
URL: https://github.com/open-mmlab/mmdetection/blob/v2.20.0/mmdet/models/detectors/tood.py#L7
|
|
Version: v2.20.0
|
|
|
|
Models:
|
|
- Name: tood_r101_fpn_mstrain_2x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_r101_fpn_mstrain_2x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 6.0
|
|
Epochs: 24
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 46.1
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r101_fpn_mstrain_2x_coco/tood_r101_fpn_mstrain_2x_coco_20211210_144232-a18f53c8.pth
|
|
|
|
- Name: tood_x101_64x4d_fpn_mstrain_2x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_x101_64x4d_fpn_mstrain_2x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 10.2
|
|
Epochs: 24
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 47.6
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_x101_64x4d_fpn_mstrain_2x_coco/tood_x101_64x4d_fpn_mstrain_2x_coco_20211211_003519-a4f36113.pth
|
|
|
|
- Name: tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 6.2
|
|
Epochs: 24
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 49.3
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco_20211210_213728-4a824142.pth
|
|
|
|
- Name: tood_r50_fpn_anchor_based_1x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_r50_fpn_anchor_based_1x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 4.1
|
|
Epochs: 12
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 42.4
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_anchor_based_1x_coco/tood_r50_fpn_anchor_based_1x_coco_20211214_100105-b776c134.pth
|
|
|
|
- Name: tood_r50_fpn_1x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_r50_fpn_1x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 4.1
|
|
Epochs: 12
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 42.4
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_1x_coco/tood_r50_fpn_1x_coco_20211210_103425-20e20746.pth
|
|
|
|
- Name: tood_r50_fpn_mstrain_2x_coco
|
|
In Collection: TOOD
|
|
Config: configs/tood/tood_r50_fpn_mstrain_2x_coco.py
|
|
Metadata:
|
|
Training Memory (GB): 4.1
|
|
Epochs: 24
|
|
Results:
|
|
- Task: Object Detection
|
|
Dataset: COCO
|
|
Metrics:
|
|
box AP: 44.5
|
|
Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_mstrain_2x_coco/tood_r50_fpn_mstrain_2x_coco_20211210_144231-3b23174c.pth
|