mirror of
https://github.com/open-mmlab/mmsegmentation.git
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110 lines
4.5 KiB
YAML
110 lines
4.5 KiB
YAML
Collections:
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- Name: LRASPP
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License: Apache License 2.0
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Metadata:
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Training Data:
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- Cityscapes
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Paper:
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Title: Searching for MobileNetV3
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URL: https://arxiv.org/abs/1905.02244
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README: configs/mobilenet_v3/README.md
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Frameworks:
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- PyTorch
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Models:
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- Name: mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512x1024
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In Collection: LRASPP
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Results:
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Task: Semantic Segmentation
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Dataset: Cityscapes
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Metrics:
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mIoU: 69.54
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mIoU(ms+flip): 70.89
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Config: configs/mobilenet_v3/mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512x1024.py
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Metadata:
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Training Data: Cityscapes
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Batch Size: 16
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Architecture:
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- M-V3-D8
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- LRASPP
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Training Resources: 4x V100 GPUS
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Memory (GB): 8.9
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_512x1024_320k_cityscapes/lraspp_m-v3-d8_512x1024_320k_cityscapes_20201224_220337-cfe8fb07.pth
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_512x1024_320k_cityscapes/lraspp_m-v3-d8_512x1024_320k_cityscapes-20201224_220337.log.json
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Paper:
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Title: Searching for MobileNetV3
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URL: https://arxiv.org/abs/1905.02244
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15
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Framework: PyTorch
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- Name: mobilenet-v3-d8-scratch_lraspp_4xb4-320k_cityscapes-512x1024
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In Collection: LRASPP
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Results:
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Task: Semantic Segmentation
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Dataset: Cityscapes
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Metrics:
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mIoU: 67.87
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mIoU(ms+flip): 69.78
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Config: configs/mobilenet_v3/mobilenet-v3-d8-scratch_lraspp_4xb4-320k_cityscapes-512x1024.py
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Metadata:
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Training Data: Cityscapes
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Batch Size: 16
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Architecture:
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- M-V3-D8
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- LRASPP
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Training Resources: 4x V100 GPUS
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Memory (GB): 8.9
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes_20201224_220337-9f29cd72.pth
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes-20201224_220337.log.json
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Paper:
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Title: Searching for MobileNetV3
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URL: https://arxiv.org/abs/1905.02244
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15
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Framework: PyTorch
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- Name: mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512x1024
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In Collection: LRASPP
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Results:
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Task: Semantic Segmentation
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Dataset: Cityscapes
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Metrics:
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mIoU: 64.11
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mIoU(ms+flip): 66.42
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Config: configs/mobilenet_v3/mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512x1024.py
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Metadata:
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Training Data: Cityscapes
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Batch Size: 16
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Architecture:
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- M-V3s-D8
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- LRASPP
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Training Resources: 4x V100 GPUS
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Memory (GB): 5.3
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_512x1024_320k_cityscapes/lraspp_m-v3s-d8_512x1024_320k_cityscapes_20201224_223935-61565b34.pth
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_512x1024_320k_cityscapes/lraspp_m-v3s-d8_512x1024_320k_cityscapes-20201224_223935.log.json
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Paper:
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Title: Searching for MobileNetV3
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URL: https://arxiv.org/abs/1905.02244
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15
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Framework: PyTorch
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- Name: mobilenet-v3-d8-scratch-s_lraspp_4xb4-320k_cityscapes-512x1024
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In Collection: LRASPP
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Results:
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Task: Semantic Segmentation
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Dataset: Cityscapes
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Metrics:
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mIoU: 62.74
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mIoU(ms+flip): 65.01
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Config: configs/mobilenet_v3/mobilenet-v3-d8-scratch-s_lraspp_4xb4-320k_cityscapes-512x1024.py
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Metadata:
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Training Data: Cityscapes
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Batch Size: 16
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Architecture:
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- M-V3s-D8
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- LRASPP
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Training Resources: 4x V100 GPUS
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Memory (GB): 5.3
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes_20201224_223935-03daeabb.pth
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/mobilenet_v3/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes/lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes-20201224_223935.log.json
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Paper:
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Title: Searching for MobileNetV3
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URL: https://arxiv.org/abs/1905.02244
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/backbones/mobilenet_v3.py#L15
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Framework: PyTorch
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