mmdetection/configs/resnet_strikes_back/metafile.yml

Models:
  - Name: faster-rcnn_r50_fpn_rsb-pretrain_1x_coco
    In Collection: Faster R-CNN
    Config: configs/resnet_strikes_back/faster-rcnn_r50-rsb-pre_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 3.9
      Epochs: 12
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x V100 GPUs
      Architecture:
        - ResNet
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 40.8
    Weights: https://download.openmmlab.com/mmdetection/v2.0/resnet_strikes_back/faster_rcnn_r50_fpn_rsb-pretrain_1x_coco/faster_rcnn_r50_fpn_rsb-pretrain_1x_coco_20220113_162229-32ae82a9.pth
    Paper:
      URL: https://arxiv.org/abs/2110.00476
      Title: 'ResNet strikes back: An improved training procedure in timm'
    README: configs/resnet_strikes_back/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.22.0/configs/resnet_strikes_back/README.md
      Version: v2.22.0

  - Name: cascade-mask-rcnn_r50_fpn_rsb-pretrain_1x_coco
    In Collection: Cascade R-CNN
    Config: configs/resnet_strikes_back/cascade-mask-rcnn_r50-rsb-pre_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 6.2
      Epochs: 12
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x V100 GPUs
      Architecture:
        - ResNet
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 44.8
      - Task: Instance Segmentation
        Dataset: COCO
        Metrics:
          mask AP: 39.9
    Weights: https://download.openmmlab.com/mmdetection/v2.0/resnet_strikes_back/cascade_mask_rcnn_r50_fpn_rsb-pretrain_1x_coco/cascade_mask_rcnn_r50_fpn_rsb-pretrain_1x_coco_20220113_193636-8b9ad50f.pth
    Paper:
      URL: https://arxiv.org/abs/2110.00476
      Title: 'ResNet strikes back: An improved training procedure in timm'
    README: configs/resnet_strikes_back/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.22.0/configs/resnet_strikes_back/README.md
      Version: v2.22.0

  - Name: retinanet_r50-rsb-pre_fpn_1x_coco
    In Collection: RetinaNet
    Config: configs/resnet_strikes_back/retinanet_r50-rsb-pre_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 3.8
      Epochs: 12
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x V100 GPUs
      Architecture:
        - ResNet
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 39.0
    Weights: https://download.openmmlab.com/mmdetection/v2.0/resnet_strikes_back/retinanet_r50_fpn_rsb-pretrain_1x_coco/retinanet_r50_fpn_rsb-pretrain_1x_coco_20220113_175432-bd24aae9.pth
    Paper:
      URL: https://arxiv.org/abs/2110.00476
      Title: 'ResNet strikes back: An improved training procedure in timm'
    README: configs/resnet_strikes_back/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.22.0/configs/resnet_strikes_back/README.md
      Version: v2.22.0

  - Name: mask-rcnn_r50_fpn_rsb-pretrain_1x_coco
    In Collection: Mask R-CNN
    Config: configs/resnet_strikes_back/mask-rcnn_r50-rsb-pre_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 4.5
      Epochs: 12
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x V100 GPUs
      Architecture:
        - ResNet
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 41.2
      - Task: Instance Segmentation
        Dataset: COCO
        Metrics:
          mask AP: 38.2
    Weights: https://download.openmmlab.com/mmdetection/v2.0/resnet_strikes_back/mask_rcnn_r50_fpn_rsb-pretrain_1x_coco/mask_rcnn_r50_fpn_rsb-pretrain_1x_coco_20220113_174054-06ce8ba0.pth
    Paper:
      URL: https://arxiv.org/abs/2110.00476
      Title: 'ResNet strikes back: An improved training procedure in timm'
    README: configs/resnet_strikes_back/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.22.0/configs/resnet_strikes_back/README.md
      Version: v2.22.0