112 lines
4.3 KiB
YAML
112 lines
4.3 KiB
YAML
Collections:
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- Name: MobileNet V3
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Metadata:
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Training Data: ImageNet-1k
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Training Techniques:
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- RMSprop with Momentum
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- Weight Decay
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Training Resources: 8x V100 GPUs
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Epochs: 600
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Batch Size: 1024
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Architecture:
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- MobileNet V3
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Paper:
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URL: https://arxiv.org/abs/1905.02244
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Title: Searching for MobileNetV3
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README: configs/mobilenet_v3/README.md
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Code:
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URL: https://github.com/open-mmlab/mmpretrain/blob/v0.15.0/mmcls/models/backbones/mobilenet_v3.py
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Version: v0.15.0
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Models:
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- Name: mobilenet-v3-small-050_3rdparty_in1k
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Metadata:
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FLOPs: 24895000
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Parameters: 1590000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 57.91
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Top 5 Accuracy: 80.19
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/mobilenet-v3-small-050_3rdparty_in1k_20221114-e0b86be1.pth
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Config: configs/mobilenet_v3/mobilenet-v3-small-050_8xb128_in1k.py
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Converted From:
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Weights: https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/mobilenetv3_small_050_lambc-4b7bbe87.pth
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Code: https://github.com/rwightman/pytorch-image-models/blob/main/timm/models/mobilenetv3.py
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- Name: mobilenet-v3-small-075_3rdparty_in1k
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Metadata:
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FLOPs: 44791000
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Parameters: 2040000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 65.23
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Top 5 Accuracy: 85.44
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/mobilenet-v3-small-075_3rdparty_in1k_20221114-2011fa76.pth
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Config: configs/mobilenet_v3/mobilenet-v3-small-075_8xb128_in1k.py
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Converted From:
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Weights: https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/mobilenetv3_small_075_lambc-384766db.pth
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Code: https://github.com/rwightman/pytorch-image-models/blob/main/timm/models/mobilenetv3.py
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- Name: mobilenet-v3-small_8xb128_in1k
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Metadata:
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FLOPs: 60000000
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Parameters: 2540000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 66.68
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Top 5 Accuracy: 86.74
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/mobilenet-v3-small_8xb128_in1k_20221114-bd1bfcde.pth
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Config: configs/mobilenet_v3/mobilenet-v3-small_8xb128_in1k.py
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- Name: mobilenet-v3-small_3rdparty_in1k
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Metadata:
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FLOPs: 60000000
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Parameters: 2540000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 67.66
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Top 5 Accuracy: 87.41
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/convert/mobilenet_v3_small-8427ecf0.pth
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Config: configs/mobilenet_v3/mobilenet-v3-small_8xb128_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/mobilenet_v3_small-047dcff4.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/mobilenetv3.py
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- Name: mobilenet-v3-large_8xb128_in1k
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Metadata:
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FLOPs: 230000000
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Parameters: 5480000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 73.49
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Top 5 Accuracy: 91.31
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/mobilenet-v3-large_8xb128_in1k_20221114-0ed9ed9a.pth
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Config: configs/mobilenet_v3/mobilenet-v3-large_8xb128_in1k.py
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- Name: mobilenet-v3-large_3rdparty_in1k
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Metadata:
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FLOPs: 230000000
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Parameters: 5480000
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In Collection: MobileNet V3
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Results:
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- Dataset: ImageNet-1k
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Metrics:
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Top 1 Accuracy: 74.04
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Top 5 Accuracy: 91.34
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Task: Image Classification
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Weights: https://download.openmmlab.com/mmclassification/v0/mobilenet_v3/convert/mobilenet_v3_large-3ea3c186.pth
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Config: configs/mobilenet_v3/mobilenet-v3-large_8xb128_in1k.py
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Converted From:
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Weights: https://download.pytorch.org/models/mobilenet_v3_large-8738ca79.pth
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Code: https://github.com/pytorch/vision/blob/main/torchvision/models/mobilenetv3.py
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