62 lines
2.3 KiB
YAML
62 lines
2.3 KiB
YAML
Collections:
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- Name: ConvMixer
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Metadata:
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Training Data: ImageNet-1k
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Architecture:
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- 1x1 Convolution
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- LayerScale
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Paper:
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URL: https://arxiv.org/abs/2201.09792
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Title: Patches Are All You Need?
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README: configs/convmixer/README.md
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Models:
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- Name: convmixer-768-32_3rdparty_in1k
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Metadata:
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FLOPs: 19623051264
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Parameters: 21110248
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In Collection: ConvMixer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 80.16
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Top 5 Accuracy: 95.08
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/convmixer/convmixer-768-32_3rdparty_10xb64_in1k_20220323-bca1f7b8.pth
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Config: configs/convmixer/convmixer-768-32_10xb64_in1k.py
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Converted From:
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Weights: https://github.com/tmp-iclr/convmixer/releases/download/v1.0/convmixer_768_32_ks7_p7_relu.pth.tar
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Code: https://github.com/locuslab/convmixer
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- Name: convmixer-1024-20_3rdparty_in1k
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Metadata:
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FLOPs: 5550112768
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Parameters: 24383464
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In Collection: ConvMixer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 76.94
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Top 5 Accuracy: 93.36
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/convmixer/convmixer-1024-20_3rdparty_10xb64_in1k_20220323-48f8aeba.pth
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Config: configs/convmixer/convmixer-1024-20_10xb64_in1k.py
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Converted From:
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Weights: https://github.com/tmp-iclr/convmixer/releases/download/v1.0/convmixer_1024_20_ks9_p14.pth.tar
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Code: https://github.com/locuslab/convmixer
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- Name: convmixer-1536-20_3rdparty_in1k
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Metadata:
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FLOPs: 48713170944
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Parameters: 51625960
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In Collection: ConvMixer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 81.37
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Top 5 Accuracy: 95.61
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/convmixer/convmixer-1536_20_3rdparty_10xb64_in1k_20220323-ea5786f3.pth
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Config: configs/convmixer/convmixer-1536-20_10xb64_in1k.py
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Converted From:
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Weights: https://github.com/tmp-iclr/convmixer/releases/download/v1.0/convmixer_1536_20_ks9_p7.pth.tar
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Code: https://github.com/locuslab/convmixer
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