mmdetection/configs/fsaf/metafile.yml

Collections:
  - Name: FSAF
    Metadata:
      Training Data: COCO
      Training Techniques:
        - SGD with Momentum
        - Weight Decay
      Training Resources: 8x Titan-XP GPUs
      Architecture:
        - FPN
        - FSAF
        - ResNet
    Paper:
      URL: https://arxiv.org/abs/1903.00621
      Title: 'Feature Selective Anchor-Free Module for Single-Shot Object Detection'
    README: configs/fsaf/README.md
    Code:
      URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/detectors/fsaf.py#L6
      Version: v2.1.0

Models:
  - Name: fsaf_r50_fpn_1x_coco
    In Collection: FSAF
    Config: configs/fsaf/fsaf_r50_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 3.15
      inference time (ms/im):
        - value: 76.92
          hardware: V100
          backend: PyTorch
          batch size: 1
          mode: FP32
          resolution: (800, 1333)
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 37.4
    Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_r50_fpn_1x_coco/fsaf_r50_fpn_1x_coco-94ccc51f.pth

  - Name: fsaf_r101_fpn_1x_coco
    In Collection: FSAF
    Config: configs/fsaf/fsaf_r101_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 5.08
      inference time (ms/im):
        - value: 92.59
          hardware: V100
          backend: PyTorch
          batch size: 1
          mode: FP32
          resolution: (800, 1333)
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 39.3 (37.9)
    Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_r101_fpn_1x_coco/fsaf_r101_fpn_1x_coco-9e71098f.pth

  - Name: fsaf_x101_64x4d_fpn_1x_coco
    In Collection: FSAF
    Config: configs/fsaf/fsaf_x101_64x4d_fpn_1x_coco.py
    Metadata:
      Training Memory (GB): 9.38
      inference time (ms/im):
        - value: 178.57
          hardware: V100
          backend: PyTorch
          batch size: 1
          mode: FP32
          resolution: (800, 1333)
      Epochs: 12
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 42.4 (41.0)
    Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_x101_64x4d_fpn_1x_coco/fsaf_x101_64x4d_fpn_1x_coco-e3f6e6fd.pth