77 lines
2.8 KiB
YAML
77 lines
2.8 KiB
YAML
Collections:
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- Name: DenseNet
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Metadata:
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Training Data: ImageNet-1k
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Architecture:
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- DenseBlock
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Paper:
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URL: https://arxiv.org/abs/1608.06993
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Title: Densely Connected Convolutional Networks
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README: configs/densenet/README.md
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Models:
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- Name: densenet121_3rdparty_in1k
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Metadata:
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FLOPs: 2881695488
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Parameters: 7978856
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In Collection: DenseNet
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 74.96
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Top 5 Accuracy: 92.21
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/densenet/densenet121_4xb256_in1k_20220426-07450f99.pth
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Config: configs/densenet/densenet121_4xb256_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/densenet121-a639ec97.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py
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- Name: densenet169_3rdparty_in1k
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Metadata:
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FLOPs: 3416860160
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Parameters: 14149480
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In Collection: DenseNet
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 76.08
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Top 5 Accuracy: 93.11
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/densenet/densenet169_4xb256_in1k_20220426-a2889902.pth
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Config: configs/densenet/densenet169_4xb256_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/densenet169-b2777c0a.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py
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- Name: densenet201_3rdparty_in1k
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Metadata:
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FLOPs: 4365236736
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Parameters: 20013928
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In Collection: DenseNet
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 77.32
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Top 5 Accuracy: 93.64
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/densenet/densenet201_4xb256_in1k_20220426-05cae4ef.pth
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Config: configs/densenet/densenet201_4xb256_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/densenet201-c1103571.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py
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- Name: densenet161_3rdparty_in1k
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Metadata:
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FLOPs: 7816363968
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Parameters: 28681000
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In Collection: DenseNet
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 77.61
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Top 5 Accuracy: 93.83
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/densenet/densenet161_4xb256_in1k_20220426-ee6a80a9.pth
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Config: configs/densenet/densenet161_4xb256_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/densenet161-8d451a50.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py
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