Semantic Segmentation on Cityscapes w/o coarse
83.6mIoUOCR (Seg. transformer)
Evaluation Results
| Method | Links | |
|---|---|---|
| OCR (Seg. transformer)Baseline=HRNetV2-W48, Stride=4x, Context schemes=R, mode=refined/test2019.09 | 83.6 | |
| GALDBaseline=ResNet-101 + CGNL + MG, Stride=8x, Context schemes=M,R2019.09 | 83.3 | |
| GSCNNBaseline=WideResNet-38 + ASPP, Stride=8x, Context schemes=M2019.09 | 82.8 | |
| DPCBaseline=Xception-71, Stride=4x, Context schemes=M2019.09 | 82.7 | |
| OCR (Seg. transformer)Baseline=HRNetV2-W48, Stride=4x, Context schemes=R2019.09 | 82.4 | |
| ACNetBaseline=ResNet-101 + MG, Stride=4x, Context schemes=M,R2019.09 | 82.3 | |
| DeepLabv3+Baseline=Xception-71, Stride=4x, Context schemes=M2019.09 | 82.1 | |
| DGCNetBaseline=ResNet-101 + MG, Stride=8x, Context schemes=R2019.09 | 82 | |
| MapillaryBaseline=WideResNet-38 + ASPP, Stride=8x, Context schemes=M2019.09 | 82 | |
| OCR (Seg. transformer)Baseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 81.8 | |
| ACFNetBaseline=ResNet-101 + ASPP, Stride=8x, Context schemes=M,R2019.09 | 81.8 | |
| GALDBaseline=ResNet-101 + ASPP, Stride=8x, Context schemes=M,R2019.09 | 81.8 | |
| OCNetBaseline=ResNet-101 + ASPP, Stride=8x, Context schemes=M,R2019.09 | 81.7 | |
| HRNetBaseline=HRNetV2-W48, Stride=4x2019.09 | 81.6 | |
| DANetBaseline=ResNet-101 + MG, Stride=8x, Context schemes=R2019.09 | 81.5 | |
| BFPBaseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 81.4 | |
| CCNetBaseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 81.4 | |
| ANNetBaseline=ResNet-101, Stride=8x, Context schemes=M,R2019.09 | 81.3 | |
| SeENetBaseline=ResNet-101 + ASPP, Stride=8x, Context schemes=M2019.09 | 81.2 | |
| SPGNetBaseline=2x ResNet-50, Stride=4x2019.09 | 81.1 | |
| SVCNetBaseline=ResNet-101, Stride=4x, Context schemes=R2019.09 | 81 | |
| DenseASPPBaseline=DenseNet-161, Stride=8x, Context schemes=M2019.09 | 80.6 | |
| PSANetBaseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 80.1 | |
| CFNetBaseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 79.6 | |
| AAFBaseline=ResNet-101, Stride=8x, Context schemes=R2019.09 | 79.1 | |
| PSPNetBaseline=ResNet-101, Stride=8x, Context schemes=M2019.09 | 78.4 | |
| DepthSegBaseline=ResNet-101, Stride=8x2019.09 | 78.2 | |
| SACBaseline=ResNet-101, Stride=8x, Context schemes=M2019.09 | 78.1 | |
| DSSPNBaseline=ResNet-101, Stride=8x2019.09 | 77.8 |