Collections:
  - Name: MobileOne
    Metadata:
      Training Data: ImageNet-1k
      Architecture:
        - re-parameterization Convolution
        - VGG-style Neural Network
        - Depthwise Convolution
        - Pointwise Convolution
    Paper:
      URL: https://arxiv.org/abs/2206.04040
      Title: 'An Improved One millisecond Mobile Backbone'
    README: configs/mobileone/README.md
    Code:
      URL: https://github.com/open-mmlab/mmclassification/blob/v1.0.0rc1/configs/mobileone/metafile.yml
      Version: v1.0.0rc1

Models:
  - Name: mobileone-s0_3rdparty_8xb128_in1k
    In Collection: MobileOne
    Config: configs/mobileone/mobileone-s0_8xb128_in1k.py
    Metadata:
      FLOPs: 1091227648  # 1.09G
      Parameters: 5293272  # 5.29M
    Results:
    - Dataset: ImageNet-1k
      Task: Image Classification
      Metrics:
        Top 1 Accuracy: 71.36
        Top 5 Accuracy: 89.87
    Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s0_3rdparty_in1k_20220915-007ae971.pth
    Converted From:
      Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s0_unfused.pth.tar
      Code: https://github.com/apple/ml-mobileone
  - Name: mobileone-s1_3rdparty_8xb128_in1k
    In Collection: MobileOne
    Config: configs/mobileone/mobileone-s1_8xb128_in1k.py
    Metadata:
      FLOPs: 863491328    # 8.6G
      Parameters: 4825192  # 4.82M
    Results:
    - Dataset: ImageNet-1k
      Task: Image Classification
      Metrics:
        Top 1 Accuracy: 75.76
        Top 5 Accuracy: 92.77
    Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s1_3rdparty_in1k_20220915-473c8469.pth
    Converted From:
      Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s1_unfused.pth.tar
      Code: https://github.com/apple/ml-mobileone
  - Name: mobileone-s2_3rdparty_8xb128_in1k
    In Collection: MobileOne
    Config: configs/mobileone/mobileone-s2_8xb128_in1k.py
    Metadata:
      FLOPs: 1344083328
      Parameters: 7884648
    Results:
    - Dataset: ImageNet-1k
      Task: Image Classification
      Metrics:
        Top 1 Accuracy: 77.39
        Top 5 Accuracy: 93.63
    Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s2_3rdparty_in1k_20220915-ed2e4c30.pth
    Converted From:
      Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s2_unfused.pth.tar
      Code: https://github.com/apple/ml-mobileone
  - Name: mobileone-s3_3rdparty_8xb128_in1k
    In Collection: MobileOne
    Config: configs/mobileone/mobileone-s3_8xb128_in1k.py
    Metadata:
      FLOPs: 1951043584
      Parameters: 10170600
    Results:
    - Dataset: ImageNet-1k
      Task: Image Classification
      Metrics:
        Top 1 Accuracy: 77.93
        Top 5 Accuracy: 93.89
    Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s3_3rdparty_in1k_20220915-84d6a02c.pth
    Converted From:
      Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s3_unfused.pth.tar
      Code: https://github.com/apple/ml-mobileone
  - Name: mobileone-s4_3rdparty_8xb128_in1k
    In Collection: MobileOne
    Config: configs/mobileone/mobileone-s4_8xb128_in1k.py
    Metadata:
      FLOPs: 3052580688
      Parameters: 14951248
    Results:
    - Dataset: ImageNet-1k
      Task: Image Classification
      Metrics:
        Top 1 Accuracy: 79.30
        Top 5 Accuracy: 94.37
    Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s4_3rdparty_in1k_20220915-ce9509ee.pth
    Converted From:
      Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s4_unfused.pth.tar
      Code: https://github.com/apple/ml-mobileone