mmdetection/configs/rpn/metafile.yml

Collections:
  - Name: RPN
    Metadata:
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x V100 GPUs
      Architecture:
        - FPN
        - ResNet
    Paper:
      URL: https://arxiv.org/abs/1506.01497
      Title: "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks"
    README: configs/rpn/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/mmdet/models/detectors/rpn.py#L6
      Version: v2.0.0

Models:
  - Name: rpn_r50-caffe_fpn_1x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_r50-caffe_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 3.5
      Training Resources: 8x V100 GPUs
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 58.7
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_caffe_fpn_1x_coco/rpn_r50_caffe_fpn_1x_coco_20200531-5b903a37.pth

  - Name: rpn_r50_fpn_1x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_r50_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 3.8
      Training Resources: 8x V100 GPUs
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 58.2
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_fpn_1x_coco/rpn_r50_fpn_1x_coco_20200218-5525fa2e.pth

  - Name: rpn_r50_fpn_2x_coco
    In Collection: RPN
    Config: rpn_r50_fpn_2x_coco.py
    Metadata:
      Epochs: 24
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 58.6
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_fpn_2x_coco/rpn_r50_fpn_2x_coco_20200131-0728c9b3.pth

  - Name: rpn_r101-caffe_fpn_1x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_r101-caffe_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 5.4
      Training Resources: 8x V100 GPUs
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 60.0
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r101_caffe_fpn_1x_coco/rpn_r101_caffe_fpn_1x_coco_20200531-0629a2e2.pth

  - Name: rpn_x101-32x4d_fpn_1x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_x101-32x4d_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 7.0
      Training Resources: 8x V100 GPUs
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 60.6
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_32x4d_fpn_1x_coco/rpn_x101_32x4d_fpn_1x_coco_20200219-b02646c6.pth

  - Name: rpn_x101-32x4d_fpn_2x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_x101-32x4d_fpn_2x_coco.py
    Metadata:
      Training Resources: 8x V100 GPUs
      Epochs: 24
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 61.1
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_32x4d_fpn_2x_coco/rpn_x101_32x4d_fpn_2x_coco_20200208-d22bd0bb.pth

  - Name: rpn_x101-64x4d_fpn_1x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_x101-64x4d_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 10.1
      Training Resources: 8x V100 GPUs
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 61.0
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_64x4d_fpn_1x_coco/rpn_x101_64x4d_fpn_1x_coco_20200208-cde6f7dd.pth

  - Name: rpn_x101-64x4d_fpn_2x_coco
    In Collection: RPN
    Config: configs/rpn/rpn_x101-64x4d_fpn_2x_coco.py
    Metadata:
      Training Resources: 8x V100 GPUs
      Epochs: 24
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          AR@1000: 61.5
    Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_64x4d_fpn_2x_coco/rpn_x101_64x4d_fpn_2x_coco_20200208-c65f524f.pth