metafile.yml

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