Semantic Segmentation on DADA-seg (test)
47mIoUMMUDA
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MMUDAInput size=768x7682022.03 | 47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 105.5 | 30.49 | |
| Trans4Trans-MInput size=768x7682022.03 | 39.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.9 | 49.55 | |
| SETR-PUPBackbone=Transformer-Large, Resolution=768x7682021.12 | 31.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -47.5 | — | — | |
| SETR-MLABackbone=Transformer-Large, Resolution=768x7682021.12 | 30.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -46.8 | — | — | |
| EDCNetResolution=1024x5122021.12 | 29.97 | 80.23 | 19.51 | 52.02 | 6.43 | 14.68 | 16.19 | 17.03 | 19.5 | 65.39 | 21.69 | 79.84 | 9.95 | 8.82 | 65.6 | 39.51 | 39.73 | — | 6.09 | 7.03 | — | — | — | |
| BDLResolution=1024x5122021.12 | 29.66 | 81.44 | 19.18 | 57.18 | 8.61 | 16.26 | 14.65 | 8.78 | 16.77 | 66.6 | 26.83 | 85.87 | 10.51 | 7.16 | 65.45 | 35.18 | 34.78 | — | 2.71 | 5.57 | — | — | — | |
| CLANResolution=1024x5122021.12 | 28.76 | 79.8 | 18.61 | 51.56 | 8.32 | 13.6 | 15.51 | 17.15 | 21.51 | 63.2 | 21.99 | 80.53 | 8.37 | 6.32 | 63.47 | 33.43 | 33.12 | — | 3.69 | 6.21 | — | — | — | |
| HRNetInput size=768x7682022.03 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 210.5 | 65.86 | |
| SETR-NaiveBackbone=Transformer-Large, Resolution=768x7682021.12 | 27.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -50.8 | — | — | |
| SegFormer-B3Backbone=MiT-B3, Resolution=768x7682021.12 | 27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -54.5 | — | — | |
| SIMResolution=1024x5122021.12 | 26.85 | 79.13 | 16.93 | 56.79 | 4.69 | 12.38 | 16.5 | 7.47 | 14.04 | 65.78 | 18.17 | 87.27 | 11.04 | 3.83 | 61.33 | 22.99 | 28.21 | — | 0.52 | 2.96 | — | — | — | |
| DeepLabV3+Input size=768x7682022.03 | 26.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 178.1 | 18.7 | |
| Fast-SCNNBackbone=Fast-SCNN, Resolution=1024x5122021.12 | 26.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -42.8 | — | — | |
| OCRNetBackbone=HRNetV2p-W48, Resolution=1024x5122021.12 | 24.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -56.2 | — | — | |
| FDAResolution=1024x5122021.12 | 24.45 | 67.83 | 15.36 | 39.99 | 4.28 | 12.98 | 16.08 | 6.93 | 18.26 | 57.01 | 9.71 | 64.5 | 10.3 | 9.49 | 59.39 | 16.84 | 39.35 | — | 11.28 | 4.94 | — | — | — | |
| OCRNetBackbone=HRNetV2p-W18, Resolution=1024x5122021.12 | 23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -55.6 | — | — | |
| SegFormer-B2Backbone=MiT-B2, Resolution=768x7682021.12 | 21.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -59.3 | — | — | |
| DeepLabV3+Backbone=ResNet-101, Resolution=1024x5122021.12 | 21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -59.9 | — | — | |
| SwiftNetBackbone=ResNet-18, Resolution=1024x5122021.12 | 20.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -54.9 | — | — | |
| OCRNetBackbone=HRNetV2p-W18s, Resolution=1024x5122021.12 | 20.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -56.6 | — | — | |
| PSPNetBackbone=ResNet-101, Resolution=1024x5122021.12 | 20.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -59.7 | — | — | |
| ResNeStBackbone=ResNeSt-101, Resolution=1024x5122021.12 | 20 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -59.6 | — | — | |
| DNLBackbone=ResNet-101, Resolution=1024x5122021.12 | 19.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -60.7 | — | — | |
| Semantic FPNBackbone=ResNet-101, Resolution=1024x5122021.12 | 19.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -56.2 | — | — | |
| DeepLabV3+Backbone=ResNet-18, Resolution=1024x5122021.12 | 19.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -57.7 | — | — | |
| MobileNetV3Backbone=MobileNetV3small, Resolution=1024x5122021.12 | 18.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -45.9 | — | — | |
| Semantic FPNBackbone=ResNet-50, Resolution=1024x5122021.12 | 18.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -56.3 | — | — | |
| DeepLabV3+Backbone=ResNet-50, Resolution=1024x5122021.12 | 18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -62.1 | — | — | |
| DANetBackbone=ResNet-101, Resolution=1024x5122021.12 | 17.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -62.6 | — | — | |
| MobileNetV3Backbone=MobileNetV3, Resolution=1024x5122021.12 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -51.9 | — | — | |
| DANetBackbone=ResNet-50, Resolution=1024x5122021.12 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -61.7 | — | — | |
| PSPNetBackbone=MobileNet V2, Resolution=1024x5122021.12 | 17.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -52.5 | — | — | |
| SegFormer-B1Backbone=MiT-B1, Resolution=768x7682021.12 | 16.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -61.4 | — | — | |
| DeepLabV3+Backbone=MobileNet V2, Resolution=1024x5122021.12 | 16.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -58.7 | — | — | |
| PSPNetBackbone=ResNet-50, Resolution=1024x5122021.12 | 16.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -62.5 | — | — | |
| DNLBackbone=ResNet-50, Resolution=1024x5122021.12 | 15.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -63.6 | — | — | |
| ERFNetBackbone=ERFNet, Resolution=1024x5122021.12 | 9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | -63.1 | — | — |