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 | |