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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_1x_coco
In Collection: Localization Distillation
Config: configs/ld/ld_r18-gflv1-r101_fpn_1x_coco.py
Metadata:
Training Memory (GB): 1.8
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 36.5
Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r18_gflv1_r101_fpn_coco_1x/ld_r18_gflv1_r101_fpn_coco_1x_20220702_062206-330e6332.pth
- Name: ld_r34-gflv1-r101_fpn_1x_coco
In Collection: Localization Distillation
Config: configs/ld/ld_r34-gflv1-r101_fpn_1x_coco.py
Metadata:
Training Memory (GB): 2.2
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 39.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r34_gflv1_r101_fpn_coco_1x/ld_r34_gflv1_r101_fpn_coco_1x_20220630_134007-9bc69413.pth
- Name: ld_r50-gflv1-r101_fpn_1x_coco
In Collection: Localization Distillation
Config: configs/ld/ld_r50-gflv1-r101_fpn_1x_coco.py
Metadata:
Training Memory (GB): 3.6
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 41.0
Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r50_gflv1_r101_fpn_coco_1x/ld_r50_gflv1_r101_fpn_coco_1x_20220629_145355-8dc5bad8.pth
- Name: ld_r101-gflv1-r101-dcn_fpn_2x_coco
In Collection: Localization Distillation
Config: configs/ld/ld_r101-gflv1-r101-dcn_fpn_2x_coco.py
Metadata:
Training Memory (GB): 5.5
Epochs: 24
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 45.5
Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r101_gflv1_r101dcn_fpn_coco_2x/ld_r101_gflv1_r101dcn_fpn_coco_2x_20220629_185920-9e658426.pth
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