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- Collections:
- - Name: Localization Distillation
- Metadata:
- Training Data: COCO
- Training Techniques:
- - Localization Distillation
- - SGD with Momentum
- - Weight Decay
- Training Resources: 8x V100 GPUs
- Architecture:
- - FPN
- - ResNet
- Paper:
- URL: https://arxiv.org/abs/2102.12252
- Title: 'Localization Distillation for Object Detection'
- README: configs/ld/README.md
- Code:
- URL: https://github.com/open-mmlab/mmdetection/blob/v2.11.0/mmdet/models/dense_heads/ld_head.py#L11
- Version: v2.11.0
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- Models:
- - Name: ld_r18_gflv1_r101_fpn_coco_1x
- In Collection: Localization Distillation
- Config: configs/ld/ld_r18_gflv1_r101_fpn_coco_1x.py
- Metadata:
- Teacher: R-101
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 36.5
- box AP@0.5: 52.9
- box AP@0.75: 39.3
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- - Name: ld_r34_gflv1_r101_fpn_coco_1x
- In Collection: Localization Distillation
- Config: configs/ld/ld_r34_gflv1_r101_fpn_coco_1x.py
- Metadata:
- Teacher: R-101
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 39.8
- box AP@0.5: 56.6
- box AP@0.75: 43.1
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- - Name: ld_r50_gflv1_r101_fpn_coco_1x
- In Collection: Localization Distillation
- Config: configs/ld/ld_r50_gflv1_r101_fpn_coco_1x.py
- Metadata:
- Teacher: R-101
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 41.1
- box AP@0.5: 58.7
- box AP@0.75: 44.9
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- - Name: ld_r101_gflv1_r101dcn_fpn_coco_1x
- In Collection: Localization Distillation
- Config: configs/ld/ld_r101_gflv1_r101dcn_fpn_coco_1x.py
- Metadata:
- Teacher: R-101-DCN
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 45.4
- box AP@0.5: 63.1
- box AP@0.75: 49.5
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