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Collections:
- Name: Deformable DETR
Metadata:
Training Data: COCO
Training Techniques:
- AdamW
- Multi Scale Train
- Gradient Clip
Training Resources: 8x V100 GPUs
Architecture:
- ResNet
- Transformer
Paper:
URL: https://openreview.net/forum?id=gZ9hCDWe6ke
Title: 'Deformable DETR: Deformable Transformers for End-to-End Object Detection'
README: configs/deformable_detr/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v2.12.0/mmdet/models/detectors/deformable_detr.py#L6
Version: v2.12.0
Models:
- Name: deformable-detr_r50_16xb2-50e_coco
In Collection: Deformable DETR
Config: configs/deformable_detr/deformable-detr_r50_16xb2-50e_coco.py
Metadata:
Epochs: 50
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 44.3
Weights: https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr_r50_16xb2-50e_coco/deformable-detr_r50_16xb2-50e_coco_20221029_210934-6bc7d21b.pth
- Name: deformable-detr_refine_r50_16xb2-50e_coco
In Collection: Deformable DETR
Config: configs/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco.py
Metadata:
Epochs: 50
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 46.2
Weights: https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco/deformable-detr-refine_r50_16xb2-50e_coco_20221022_225303-844e0f93.pth
- Name: deformable-detr_refine_twostage_r50_16xb2-50e_coco
In Collection: Deformable DETR
Config: configs/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco.py
Metadata:
Epochs: 50
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 47.0
Weights: https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco/deformable-detr-refine-twostage_r50_16xb2-50e_coco_20221021_184714-acc8a5ff.pth
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