88 lines
2.7 KiB
YAML
88 lines
2.7 KiB
YAML
Collections:
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- Name: stdc
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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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URL: https://arxiv.org/abs/2104.13188
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Title: Rethinking BiSeNet For Real-time Semantic Segmentation
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README: configs/stdc/README.md
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Code:
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URL: https://github.com/open-mmlab/mmsegmentation/blob/v0.20.0/mmseg/models/backbones/stdc.py#L394
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Version: v0.20.0
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Converted From:
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Code: https://github.com/MichaelFan01/STDC-Seg
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Models:
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- Name: stdc1_512x1024_80k_cityscapes
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In Collection: stdc
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Metadata:
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backbone: STDC1
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crop size: (512,1024)
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lr schd: 80000
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inference time (ms/im):
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- value: 43.37
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hardware: V100
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backend: PyTorch
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batch size: 1
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mode: FP32
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resolution: (512,1024)
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Training Memory (GB): 7.15
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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: 71.52
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mIoU(ms+flip): 73.35
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Config: configs/stdc/stdc1_512x1024_80k_cityscapes.py
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_512x1024_80k_cityscapes/stdc1_512x1024_80k_cityscapes_20211125_211245-2c8ba4c5.pth
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- Name: stdc1_in1k-pre_512x1024_80k_cityscapes
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In Collection: stdc
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Metadata:
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backbone: STDC1
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crop size: (512,1024)
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lr schd: 80000
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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: 75.1
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mIoU(ms+flip): 77.72
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Config: configs/stdc/stdc1_in1k-pre_512x1024_80k_cityscapes.py
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_in1k-pre_512x1024_80k_cityscapes/stdc1_in1k-pre_512x1024_80k_cityscapes_20211125_213942-880bb7d0.pth
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- Name: stdc2_512x1024_80k_cityscapes
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In Collection: stdc
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Metadata:
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backbone: STDC2
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crop size: (512,1024)
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lr schd: 80000
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inference time (ms/im):
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- value: 42.18
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hardware: V100
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backend: PyTorch
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batch size: 1
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mode: FP32
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resolution: (512,1024)
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Training Memory (GB): 8.27
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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: 73.2
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mIoU(ms+flip): 75.55
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Config: configs/stdc/stdc2_512x1024_80k_cityscapes.py
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_512x1024_80k_cityscapes/stdc2_512x1024_80k_cityscapes_20211125_222450-82333ae0.pth
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- Name: stdc2_in1k-pre_512x1024_80k_cityscapes
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In Collection: stdc
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Metadata:
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backbone: STDC2
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crop size: (512,1024)
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lr schd: 80000
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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: 77.17
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mIoU(ms+flip): 79.01
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Config: configs/stdc/stdc2_in1k-pre_512x1024_80k_cityscapes.py
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_in1k-pre_512x1024_80k_cityscapes/stdc2_in1k-pre_512x1024_80k_cityscapes_20211125_220437-d2c469f8.pth
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