Semantic Segmentation on UAVid (val)
82.3mIoUU-Net
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| U-NetType=supervised, Resolution=256x2562026.07 | 82.3 | — | — | — | — | — | — | — | — | 89.97 | — | 31.04 | 48.3 | |
| TransUNetType=supervised, Resolution=256x2562026.07 | 82.03 | — | — | — | — | — | — | — | — | 89.76 | — | 3.63 | 28.61 | |
| IPS-SegType=supervised, Resolution=256x2562026.07 | 81.64 | — | — | — | — | — | — | — | — | 89.43 | — | 2.69 | 9.72 | |
| ResUNetType=supervised, Resolution=256x2562026.07 | 81.12 | — | — | — | — | — | — | — | — | 89 | — | 13.04 | 71.32 | |
| U-Net++Type=supervised, Resolution=256x2562026.07 | 80.76 | — | — | — | — | — | — | — | — | 88.78 | — | 9.16 | 34.9 | |
| ResUNet++Type=supervised, Resolution=256x2562026.07 | 79.61 | — | — | — | — | — | — | — | — | 87.85 | — | 14.48 | 70.99 | |
| ITE-U-NetType=supervised, Resolution=256x2562026.07 | 79.37 | — | — | — | — | — | — | — | — | 88.05 | — | 6.27 | 9.69 | |
| DPTE-NetType=supervised, Resolution=256x2562026.07 | 77.28 | — | — | — | — | — | — | — | — | 86.13 | — | 11.14 | 17.16 | |
| DeepLabV3+Type=supervised, Resolution=256x2562026.07 | 76.73 | — | — | — | — | — | — | — | — | 86.36 | — | 17.42 | 10.3 | |
| ThinDyUNetType=supervised, Resolution=256x2562026.07 | 76.67 | — | — | — | — | — | — | — | — | 84.91 | — | 0.81 | 12.49 | |
| PSPNetType=supervised, Resolution=256x2562026.07 | 74.66 | — | — | — | — | — | — | — | — | 84.73 | — | 27.5 | 39.88 | |
| PBSegBackbone=ResNet-502026.04 | 71.86 | 92.13 | 80.55 | 77.88 | 67.38 | 77.61 | 70.83 | 42.25 | 66.27 | 82.91 | 88.01 | — | — | |
| FAENet2026.04 | 68.84 | 87.37 | 83.2 | 79.26 | 63.54 | 78.02 | 59.53 | 30.98 | 68.25 | 79.97 | 86.48 | — | — | |
| Fill-UNetType=supervised, Resolution=256x2562026.07 | 68.65 | — | — | — | — | — | — | — | — | 79.66 | — | 25.24 | 56.46 | |
| RS3Mamba2026.04 | 68.15 | 86.54 | 81.83 | 79.03 | 63.1 | 75.79 | 60.42 | 30.36 | 67.22 | 79.51 | 86.01 | — | — | |
| DC-Swin2026.04 | 67.7 | 87.64 | 82.49 | 79.78 | 64.64 | 76.02 | 53.62 | 29.72 | 68.43 | 79.01 | 86.58 | — | — | |
| PMamba2026.04 | 66.79 | 85.93 | 81.2 | 78.66 | 62.38 | 73.95 | 56.45 | 28.96 | 66.48 | 78.43 | 85.59 | — | — | |
| MANet2026.04 | 66.66 | 84.42 | 80.17 | 78.75 | 62.39 | 68.73 | 62.73 | 29.4 | 66.17 | 78.5 | 85.19 | — | — | |
| ABCNet2026.04 | 66.4 | 85.77 | 80.92 | 77.88 | 62.46 | 74.12 | 53.33 | 29.29 | 66.14 | 78.13 | 85.48 | — | — | |
| BANet2026.04 | 66 | 83.9 | 81.48 | 78.51 | 62.18 | 77.44 | 52.01 | 29.51 | 64.58 | 77.86 | 84.99 | — | — | |
| CM-UNet2026.04 | 59.45 | 79.05 | 78.71 | 73.55 | 56.85 | 69.71 | 33.64 | 24.64 | 59.3 | 72.24 | 81.59 | — | — | |
| GeoSeg2026.04 | 57.18 | 75.38 | 75.36 | 72.11 | 56.95 | 64.57 | 35.89 | 20.03 | 55.86 | 70.42 | 79.75 | — | — |