99 lines
3.7 KiB
YAML
99 lines
3.7 KiB
YAML
Collections:
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- Name: MobileOne
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Metadata:
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Training Data: ImageNet-1k
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Architecture:
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- re-parameterization Convolution
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- VGG-style Neural Network
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- Depthwise Convolution
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- Pointwise Convolution
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Paper:
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URL: https://arxiv.org/abs/2206.04040
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Title: 'An Improved One millisecond Mobile Backbone'
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README: configs/mobileone/README.md
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Code:
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URL: https://github.com/open-mmlab/mmclassification/blob/v1.0.0rc1/configs/mobileone/metafile.yml
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Version: v1.0.0rc1
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Models:
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- Name: mobileone-s0_3rdparty_8xb128_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s0_8xb128_in1k.py
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Metadata:
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FLOPs: 1091227648 # 1.09G
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Parameters: 5293272 # 5.29M
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Results:
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- Dataset: ImageNet-1k
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Task: Image Classification
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Metrics:
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Top 1 Accuracy: 71.36
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Top 5 Accuracy: 89.87
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s0_3rdparty_in1k_20220915-007ae971.pth
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Converted From:
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Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s0_unfused.pth.tar
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Code: https://github.com/apple/ml-mobileone
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- Name: mobileone-s1_3rdparty_8xb128_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s1_8xb128_in1k.py
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Metadata:
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FLOPs: 863491328 # 8.6G
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Parameters: 4825192 # 4.82M
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Results:
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- Dataset: ImageNet-1k
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Task: Image Classification
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Metrics:
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Top 1 Accuracy: 75.76
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Top 5 Accuracy: 92.77
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s1_3rdparty_in1k_20220915-473c8469.pth
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Converted From:
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Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s1_unfused.pth.tar
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Code: https://github.com/apple/ml-mobileone
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- Name: mobileone-s2_3rdparty_8xb128_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s2_8xb128_in1k.py
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Metadata:
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FLOPs: 1344083328
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Parameters: 7884648
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Results:
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- Dataset: ImageNet-1k
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Task: Image Classification
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Metrics:
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Top 1 Accuracy: 77.39
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Top 5 Accuracy: 93.63
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s2_3rdparty_in1k_20220915-ed2e4c30.pth
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Converted From:
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Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s2_unfused.pth.tar
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Code: https://github.com/apple/ml-mobileone
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- Name: mobileone-s3_3rdparty_8xb128_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s3_8xb128_in1k.py
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Metadata:
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FLOPs: 1951043584
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Parameters: 10170600
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Results:
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- Dataset: ImageNet-1k
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Task: Image Classification
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Metrics:
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Top 1 Accuracy: 77.93
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Top 5 Accuracy: 93.89
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s3_3rdparty_in1k_20220915-84d6a02c.pth
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Converted From:
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Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s3_unfused.pth.tar
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Code: https://github.com/apple/ml-mobileone
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- Name: mobileone-s4_3rdparty_8xb128_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s4_8xb128_in1k.py
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Metadata:
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FLOPs: 3052580688
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Parameters: 14951248
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Results:
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- Dataset: ImageNet-1k
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Task: Image Classification
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Metrics:
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Top 1 Accuracy: 79.30
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Top 5 Accuracy: 94.37
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s4_3rdparty_in1k_20220915-ce9509ee.pth
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Converted From:
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Weights: https://docs-assets.developer.apple.com/ml-research/datasets/mobileone/mobileone_s4_unfused.pth.tar
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Code: https://github.com/apple/ml-mobileone
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