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- 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/mmpretrain/blob/v1.0.0rc1/configs/mobileone/metafile.yml
- Version: v1.0.0rc1
- Models:
- - Name: mobileone-s0_8xb32_in1k
- In Collection: MobileOne
- Config: configs/mobileone/mobileone-s0_8xb32_in1k.py
- Metadata:
- FLOPs: 274136576 # 0.27G
- Parameters: 2078504 # 2.08M
- Results:
- - Dataset: ImageNet-1k
- Task: Image Classification
- Metrics:
- Top 1 Accuracy: 71.34
- Top 5 Accuracy: 89.87
- Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s0_8xb32_in1k_20221110-0bc94952.pth
- - Name: mobileone-s1_8xb32_in1k
- In Collection: MobileOne
- Config: configs/mobileone/mobileone-s1_8xb32_in1k.py
- Metadata:
- FLOPs: 823839744 # 8.6G
- Parameters: 4764840 # 4.82M
- Results:
- - Dataset: ImageNet-1k
- Task: Image Classification
- Metrics:
- Top 1 Accuracy: 75.72
- Top 5 Accuracy: 92.54
- Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s1_8xb32_in1k_20221110-ceeef467.pth
- - Name: mobileone-s2_8xb32_in1k
- In Collection: MobileOne
- Config: configs/mobileone/mobileone-s2_8xb32_in1k.py
- Metadata:
- FLOPs: 1296478848
- Parameters: 7808168
- Results:
- - Dataset: ImageNet-1k
- Task: Image Classification
- Metrics:
- Top 1 Accuracy: 77.37
- Top 5 Accuracy: 93.34
- Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s2_8xb32_in1k_20221110-9c7ecb97.pth
- - Name: mobileone-s3_8xb32_in1k
- In Collection: MobileOne
- Config: configs/mobileone/mobileone-s3_8xb32_in1k.py
- Metadata:
- FLOPs: 1893842944
- Parameters: 10078312
- Results:
- - Dataset: ImageNet-1k
- Task: Image Classification
- Metrics:
- Top 1 Accuracy: 78.06
- Top 5 Accuracy: 93.83
- Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s3_8xb32_in1k_20221110-c95eb3bf.pth
- - Name: mobileone-s4_8xb32_in1k
- In Collection: MobileOne
- Config: configs/mobileone/mobileone-s4_8xb32_in1k.py
- Metadata:
- FLOPs: 2979222528
- Parameters: 14838352
- Results:
- - Dataset: ImageNet-1k
- Task: Image Classification
- Metrics:
- Top 1 Accuracy: 79.69
- Top 5 Accuracy: 94.46
- Weights: https://download.openmmlab.com/mmclassification/v0/mobileone/mobileone-s4_8xb32_in1k_20221110-28d888cb.pth
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