84 lines
2.8 KiB
YAML
84 lines
2.8 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/mmpretrain/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_8xb32_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s0_8xb32_in1k.py
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Metadata:
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FLOPs: 274136576 # 0.27G
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Parameters: 2078504 # 2.08M
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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: 71.34
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Top 5 Accuracy: 89.87
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s0_8xb32_in1k_20221110-0bc94952.pth
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- Name: mobileone-s1_8xb32_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s1_8xb32_in1k.py
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Metadata:
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FLOPs: 823839744 # 8.6G
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Parameters: 4764840 # 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: 75.72
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Top 5 Accuracy: 92.54
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s1_8xb32_in1k_20221110-ceeef467.pth
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- Name: mobileone-s2_8xb32_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s2_8xb32_in1k.py
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Metadata:
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FLOPs: 1296478848
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Parameters: 7808168
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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: 77.37
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Top 5 Accuracy: 93.34
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s2_8xb32_in1k_20221110-9c7ecb97.pth
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- Name: mobileone-s3_8xb32_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s3_8xb32_in1k.py
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Metadata:
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FLOPs: 1893842944
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Parameters: 10078312
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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: 78.06
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Top 5 Accuracy: 93.83
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s3_8xb32_in1k_20221110-c95eb3bf.pth
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- Name: mobileone-s4_8xb32_in1k
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In Collection: MobileOne
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Config: configs/mobileone/mobileone-s4_8xb32_in1k.py
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Metadata:
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FLOPs: 2979222528
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Parameters: 14838352
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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: 79.69
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Top 5 Accuracy: 94.46
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Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s4_8xb32_in1k_20221110-28d888cb.pth
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