metafile.yml
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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 Dense 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
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
- 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
- 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
- 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