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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
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- Models:
- - Name: deformable_detr_r50_16x2_50e_coco
- In Collection: Deformable DETR
- Config: configs/deformable_detr/deformable_detr_r50_16x2_50e_coco.py
- Metadata:
- Epochs: 50
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 44.5
- Weights: https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_r50_16x2_50e_coco/deformable_detr_r50_16x2_50e_coco_20210419_220030-a12b9512.pth
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- - Name: deformable_detr_refine_r50_16x2_50e_coco
- In Collection: Deformable DETR
- Config: configs/deformable_detr/deformable_detr_refine_r50_16x2_50e_coco.py
- Metadata:
- Epochs: 50
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 46.1
- Weights: https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_refine_r50_16x2_50e_coco/deformable_detr_refine_r50_16x2_50e_coco_20210419_220503-5f5dff21.pth
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- - Name: deformable_detr_twostage_refine_r50_16x2_50e_coco
- In Collection: Deformable DETR
- Config: configs/deformable_detr/deformable_detr_twostage_refine_r50_16x2_50e_coco.py
- Metadata:
- Epochs: 50
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 46.8
- Weights: https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_twostage_refine_r50_16x2_50e_coco/deformable_detr_twostage_refine_r50_16x2_50e_coco_20210419_220613-9d28ab72.pth
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