mmdetection/configs/ld/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_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