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