mirror of
https://github.com/open-mmlab/mmclassification.git
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7977dc8e2d
* Update tnt config * Rename config files * Update docs * Update metafile in dev_scripts * Fix some files * Remove fp16 metafile and README. * Fix names in metafiles.
209 lines
9.0 KiB
YAML
209 lines
9.0 KiB
YAML
Collections:
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- Name: RepVGG
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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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Paper:
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URL: https://arxiv.org/abs/2101.03697
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Title: 'RepVGG: Making VGG-style ConvNets Great Again'
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README: configs/repvgg/README.md
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Code:
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URL: https://github.com/open-mmlab/mmclassification/blob/v0.16.0/mmcls/models/backbones/repvgg.py#L257
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Version: v0.16.0
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Models:
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- Name: repvgg-A0_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-A0_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 1520000000
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Parameters: 9110000
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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: 72.41
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Top 5 Accuracy: 90.50
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-A0_3rdparty_4xb64-coslr-120e_in1k_20210909-883ab98c.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L196
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- Name: repvgg-A1_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-A1_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 2640000000
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Parameters: 14090000
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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: 74.47
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Top 5 Accuracy: 91.85
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-A1_3rdparty_4xb64-coslr-120e_in1k_20210909-24003a24.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L200
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- Name: repvgg-A2_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-A2_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 28210000000
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Parameters: 5700000
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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: 76.48
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Top 5 Accuracy: 93.01
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-A2_3rdparty_4xb64-coslr-120e_in1k_20210909-97d7695a.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L204
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- Name: repvgg-B0_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B0_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 15820000000
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Parameters: 3420000
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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: 75.14
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Top 5 Accuracy: 92.42
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B0_3rdparty_4xb64-coslr-120e_in1k_20210909-446375f4.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L208
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- Name: repvgg-B1_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B1_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 57420000000
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Parameters: 13160000
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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: 78.37
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Top 5 Accuracy: 94.11
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B1_3rdparty_4xb64-coslr-120e_in1k_20210909-750cdf67.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L212
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- Name: repvgg-B1g2_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B1g2_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 45780000000
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Parameters: 9820000
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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: 77.79
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Top 5 Accuracy: 93.88
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B1g2_3rdparty_4xb64-coslr-120e_in1k_20210909-344f6422.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L216
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- Name: repvgg-B1g4_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B1g4_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 39970000000
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Parameters: 8150000
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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: 77.58
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Top 5 Accuracy: 93.84
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B1g4_3rdparty_4xb64-coslr-120e_in1k_20210909-d4c1a642.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L220
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- Name: repvgg-B2_3rdparty_4xb64-coslr-120e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B2_4xb64-coslr-120e_in1k.py
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Metadata:
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FLOPs: 89020000000
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Parameters: 20420000
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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: 78.78
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Top 5 Accuracy: 94.42
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B2_3rdparty_4xb64-coslr-120e_in1k_20210909-bd6b937c.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L225
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- Name: repvgg-B2g4_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B2g4_4xb64-autoaug-lbs-mixup-coslr-200e_in1k.py
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Metadata:
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FLOPs: 61760000000
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Parameters: 12630000
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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: 79.38
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Top 5 Accuracy: 94.68
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B2g4_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k_20210909-7b7955f0.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L229
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- Name: repvgg-B3_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B3_4xb64-autoaug-lbs-mixup-coslr-200e_in1k.py
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Metadata:
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FLOPs: 123090000000
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Parameters: 29170000
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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: 80.52
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Top 5 Accuracy: 95.26
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B3_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k_20210909-dda968bf.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L238
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- Name: repvgg-B3g4_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-B3g4_4xb64-autoaug-lbs-mixup-coslr-200e_in1k.py
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Metadata:
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FLOPs: 83830000000
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Parameters: 17900000
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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: 80.22
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Top 5 Accuracy: 95.10
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-B3g4_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k_20210909-4e54846a.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L238
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- Name: repvgg-D2se_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k
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In Collection: RepVGG
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Config: configs/repvgg/repvgg-D2se_4xb64-autoaug-lbs-mixup-coslr-200e_in1k.py
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Metadata:
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FLOPs: 133330000000
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Parameters: 36560000
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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: 81.81
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Top 5 Accuracy: 95.94
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Weights: https://download.openmmlab.com/mmclassification/v0/repvgg/repvgg-D2se_3rdparty_4xb64-autoaug-lbs-mixup-coslr-200e_in1k_20210909-cf3139b7.pth
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Converted From:
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Weights: https://drive.google.com/drive/folders/1Avome4KvNp0Lqh2QwhXO6L5URQjzCjUq
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Code: https://github.com/DingXiaoH/RepVGG/blob/9f272318abfc47a2b702cd0e916fca8d25d683e7/repvgg.py#L250
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