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| Collections: | |
| - Name: STDC | |
| License: Apache License 2.0 | |
| Metadata: | |
| Training Data: | |
| - Cityscapes | |
| Paper: | |
| Title: Rethinking BiSeNet For Real-time Semantic Segmentation | |
| URL: https://arxiv.org/abs/2104.13188 | |
| README: configs/stdc/README.md | |
| Frameworks: | |
| - PyTorch | |
| Models: | |
| - Name: stdc1_4xb12-80k_cityscapes-512x1024 | |
| In Collection: STDC | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 71.82 | |
| mIoU(ms+flip): 73.89 | |
| Config: configs/stdc/stdc1_4xb12-80k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 48 | |
| Architecture: | |
| - STDC1 | |
| - STDC | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 7.15 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_512x1024_80k_cityscapes/stdc1_512x1024_80k_cityscapes_20220224_073048-74e6920a.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_512x1024_80k_cityscapes/stdc1_512x1024_80k_cityscapes_20220224_073048.log.json | |
| Paper: | |
| Title: Rethinking BiSeNet For Real-time Semantic Segmentation | |
| URL: https://arxiv.org/abs/2104.13188 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.20.0/mmseg/models/backbones/stdc.py#L394 | |
| Framework: PyTorch | |
| - Name: stdc1_in1k-pre_4xb12-80k_cityscapes-512x1024 | |
| In Collection: STDC | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 74.94 | |
| mIoU(ms+flip): 76.97 | |
| Config: configs/stdc/stdc1_in1k-pre_4xb12-80k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 48 | |
| Architecture: | |
| - STDC1 | |
| - STDC | |
| Training Resources: 4x V100 GPUS | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_in1k-pre_512x1024_80k_cityscapes/stdc1_in1k-pre_512x1024_80k_cityscapes_20220224_141648-3d4c2981.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc1_in1k-pre_512x1024_80k_cityscapes/stdc1_in1k-pre_512x1024_80k_cityscapes_20220224_141648.log.json | |
| Paper: | |
| Title: Rethinking BiSeNet For Real-time Semantic Segmentation | |
| URL: https://arxiv.org/abs/2104.13188 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.20.0/mmseg/models/backbones/stdc.py#L394 | |
| Framework: PyTorch | |
| - Name: stdc2_4xb12-80k_cityscapes-512x1024 | |
| In Collection: STDC | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 73.15 | |
| mIoU(ms+flip): 76.13 | |
| Config: configs/stdc/stdc2_4xb12-80k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 48 | |
| Architecture: | |
| - STDC2 | |
| - STDC | |
| Training Resources: 4x V100 GPUS | |
| Memory (GB): 8.27 | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_512x1024_80k_cityscapes/stdc2_512x1024_80k_cityscapes_20220222_132015-fb1e3a1a.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_512x1024_80k_cityscapes/stdc2_512x1024_80k_cityscapes_20220222_132015.log.json | |
| Paper: | |
| Title: Rethinking BiSeNet For Real-time Semantic Segmentation | |
| URL: https://arxiv.org/abs/2104.13188 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.20.0/mmseg/models/backbones/stdc.py#L394 | |
| Framework: PyTorch | |
| - Name: stdc2_in1k-pre_4xb12-80k_cityscapes-512x1024 | |
| In Collection: STDC | |
| Results: | |
| Task: Semantic Segmentation | |
| Dataset: Cityscapes | |
| Metrics: | |
| mIoU: 76.67 | |
| mIoU(ms+flip): 78.67 | |
| Config: configs/stdc/stdc2_in1k-pre_4xb12-80k_cityscapes-512x1024.py | |
| Metadata: | |
| Training Data: Cityscapes | |
| Batch Size: 48 | |
| Architecture: | |
| - STDC2 | |
| - STDC | |
| Training Resources: 4x V100 GPUS | |
| Weights: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_in1k-pre_512x1024_80k_cityscapes/stdc2_in1k-pre_512x1024_80k_cityscapes_20220224_073048-1f8f0f6c.pth | |
| Training log: https://download.openmmlab.com/mmsegmentation/v0.5/stdc/stdc2_in1k-pre_512x1024_80k_cityscapes/stdc2_in1k-pre_512x1024_80k_cityscapes_20220224_073048.log.json | |
| Paper: | |
| Title: Rethinking BiSeNet For Real-time Semantic Segmentation | |
| URL: https://arxiv.org/abs/2104.13188 | |
| Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.20.0/mmseg/models/backbones/stdc.py#L394 | |
| Framework: PyTorch | |