68 lines
2.6 KiB
YAML
68 lines
2.6 KiB
YAML
Collections:
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- Name: EfficientFormer
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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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- MetaFormer
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Paper:
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URL: https://arxiv.org/abs/2206.01191
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Title: "EfficientFormer: Vision Transformers at MobileNet Speed"
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README: configs/efficientformer/README.md
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Code:
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Version: v1.0.0rc1
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URL: https://github.com/open-mmlab/mmpretrain/blob/v1.0.0rc1/configs/efficientformer/metafile.yml
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Models:
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- Name: efficientformer-l1_3rdparty_8xb128_in1k
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Metadata:
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FLOPs: 1304601088 # 1.3G
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Parameters: 12278696 # 12M
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In Collection: EfficientFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 80.46
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Top 5 Accuracy: 94.99
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/efficientformer/efficientformer-l1_3rdparty_in1k_20220915-cc3e1ac6.pth
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Config: configs/efficientformer/efficientformer-l1_8xb128_in1k.py
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Converted From:
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Weights: https://drive.google.com/file/d/11SbX-3cfqTOc247xKYubrAjBiUmr818y/view?usp=sharing
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Code: https://github.com/snap-research/EfficientFormer
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- Name: efficientformer-l3_3rdparty_8xb128_in1k
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Metadata:
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Training Data: ImageNet-1k
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FLOPs: 3737045760 # 3.7G
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Parameters: 31406000 # 31M
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In Collection: EfficientFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 82.45
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Top 5 Accuracy: 96.18
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/efficientformer/efficientformer-l3_3rdparty_in1k_20220915-466793d6.pth
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Config: configs/efficientformer/efficientformer-l3_8xb128_in1k.py
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Converted From:
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Weights: https://drive.google.com/file/d/1OyyjKKxDyMj-BcfInp4GlDdwLu3hc30m/view?usp=sharing
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Code: https://github.com/snap-research/EfficientFormer
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- Name: efficientformer-l7_3rdparty_8xb128_in1k
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Metadata:
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FLOPs: 10163951616 # 10.2G
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Parameters: 82229328 # 82M
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In Collection: EfficientFormer
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 83.40
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Top 5 Accuracy: 96.60
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/efficientformer/efficientformer-l7_3rdparty_in1k_20220915-185e30af.pth
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Config: configs/efficientformer/efficientformer-l7_8xb128_in1k.py
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Converted From:
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Weights: https://drive.google.com/file/d/1cVw-pctJwgvGafeouynqWWCwgkcoFMM5/view?usp=sharing
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Code: https://github.com/snap-research/EfficientFormer
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