100 lines
3.8 KiB
YAML
100 lines
3.8 KiB
YAML
Collections:
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- Name: PoolFormer
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Metadata:
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Training Data: ImageNet-1k
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Architecture:
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- Pooling
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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/2111.11418
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Title: MetaFormer is Actually What You Need for Vision
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README: configs/poolformer/README.md
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Code:
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Version: v0.22.1
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URL: https://github.com/open-mmlab/mmpretrain/blob/v0.22.1/mmcls/models/backbones/poolformer.py
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Models:
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- Name: poolformer-s12_3rdparty_32xb128_in1k
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Metadata:
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FLOPs: 1871399424
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Parameters: 11915176
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In Collection: PoolFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 77.24
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Top 5 Accuracy: 93.51
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/poolformer/poolformer-s12_3rdparty_32xb128_in1k_20220414-f8d83051.pth
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Config: configs/poolformer/poolformer-s12_32xb128_in1k.py
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Converted From:
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Weights: https://github.com/sail-sg/poolformer/releases/download/v1.0/poolformer_s12.pth.tar
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Code: https://github.com/sail-sg/poolformer
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- Name: poolformer-s24_3rdparty_32xb128_in1k
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Metadata:
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Training Data: ImageNet-1k
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FLOPs: 3510411008
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Parameters: 21388968
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In Collection: PoolFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 80.33
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Top 5 Accuracy: 95.05
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/poolformer/poolformer-s24_3rdparty_32xb128_in1k_20220414-d7055904.pth
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Config: configs/poolformer/poolformer-s24_32xb128_in1k.py
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Converted From:
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Weights: https://github.com/sail-sg/poolformer/releases/download/v1.0/poolformer_s24.pth.tar
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Code: https://github.com/sail-sg/poolformer
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- Name: poolformer-s36_3rdparty_32xb128_in1k
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Metadata:
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FLOPs: 5149422592
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Parameters: 30862760
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In Collection: PoolFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 81.43
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Top 5 Accuracy: 95.45
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/poolformer/poolformer-s36_3rdparty_32xb128_in1k_20220414-d78ff3e8.pth
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Config: configs/poolformer/poolformer-s36_32xb128_in1k.py
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Converted From:
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Weights: https://github.com/sail-sg/poolformer/releases/download/v1.0/poolformer_s36.pth.tar
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Code: https://github.com/sail-sg/poolformer
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- Name: poolformer-m36_3rdparty_32xb128_in1k
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Metadata:
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Training Data: ImageNet-1k
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FLOPs: 8960175744
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Parameters: 56172520
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In Collection: PoolFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 82.14
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Top 5 Accuracy: 95.71
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/poolformer/poolformer-m36_3rdparty_32xb128_in1k_20220414-c55e0949.pth
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Config: configs/poolformer/poolformer-m36_32xb128_in1k.py
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Converted From:
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Weights: https://github.com/sail-sg/poolformer/releases/download/v1.0/poolformer_m36.pth.tar
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Code: https://github.com/sail-sg/poolformer
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- Name: poolformer-m48_3rdparty_32xb128_in1k
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Metadata:
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FLOPs: 11801805696
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Parameters: 73473448
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In Collection: PoolFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 82.51
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Top 5 Accuracy: 95.95
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/poolformer/poolformer-m48_3rdparty_32xb128_in1k_20220414-9378f3eb.pth
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Config: configs/poolformer/poolformer-m48_32xb128_in1k.py
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Converted From:
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Weights: https://github.com/sail-sg/poolformer/releases/download/v1.0/poolformer_m48.pth.tar
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Code: https://github.com/sail-sg/poolformer
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