Semantic Segmentation on EarthVLSet (test)
55mIoUTransUNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TransUNetBackbone=R50-ViT-B/16, Params=105.91M, FLOPs=158.6G2026.01 | 55 | 41.44 | 60.61 | 51.77 | 80.32 | 29.36 | 60.44 | 67.34 | 48.74 | |
| SegNextBackbone=MSCAN-B, Params=26.7M, FLOPs=64.7G2026.01 | 54.94 | 42.32 | 60.16 | 53.01 | 81.17 | 27.25 | 59.71 | 66.73 | 49.13 | |
| Semantic-FPNBackbone=Swin-T, Params=31.8M, FLOPs=46.9G2026.01 | 54.42 | 40.32 | 58.5 | 49.34 | 81.35 | 31.35 | 60.17 | 64.61 | 49.71 | |
| SegFormerBackbone=MiT-B2, Params=24.7M, FLOPs=67.7G2026.01 | 54.34 | 41.03 | 60.83 | 50.89 | 81.76 | 29.24 | 59.74 | 64.93 | 46.3 | |
| UperNetBackbone=Swin-T, Params=32.1M, FLOPs=528.0G2026.01 | 53.96 | 40.68 | 58.63 | 48.78 | 79.94 | 31.58 | 58.94 | 64.28 | 48.85 | |
| Mask2FormerBackbone=Swin-T, Params=47.3M, FLOPs=139.6G2026.01 | 53.69 | 40.23 | 57.73 | 50.45 | 79.59 | 28.72 | 58.34 | 63.71 | 50.78 | |
| Semantic-FPNBackbone=ConvX-T, Params=32.1M, FLOPs=44.7G2026.01 | 53.56 | 40.97 | 59.54 | 49.85 | 81.03 | 24.14 | 60.83 | 65.67 | 46.48 | |
| UperNetBackbone=ConvX-T, Params=59.2M, FLOPs=525.7G2026.01 | 53.45 | 40.73 | 58.65 | 50.4 | 80.67 | 26.97 | 59.51 | 64.82 | 45.89 | |
| HRNetBackbone=W32, Params=29.5M, FLOPs=102.0G2026.01 | 53.4 | 39.85 | 58.92 | 51.65 | 81.19 | 27.69 | 60.37 | 62.14 | 45.4 | |
| FarSegBackbone=ResNet50, Params=31.3M, FLOPs=105.8G2026.01 | 52.66 | 39.87 | 57.58 | 49.52 | 80.27 | 24.76 | 58.94 | 62.38 | 47.99 | |
| UNet++Backbone=ResNet50, Params=48.9M, FLOPs=518.3G2026.01 | 52.54 | 39.09 | 57.3 | 49.72 | 80.2 | 26.41 | 58.01 | 62.51 | 47.1 | |
| Bi-FPNBackbone=ResNet50, Params=28.3M, FLOPs=81.7G2026.01 | 52.28 | 39.46 | 57.5 | 49.02 | 79.37 | 24.45 | 58.36 | 61.62 | 48.46 | |
| Semantic-FPNBackbone=ResNet50, Params=28.4M, FLOPs=44.2G2026.01 | 52.01 | 39.19 | 56 | 49.05 | 79.9 | 25.99 | 57.82 | 61.8 | 46.29 | |
| FactSegBackbone=ResNet50, Params=33.4M, FLOPs=99.4G2026.01 | 51.96 | 38.95 | 55.86 | 49.14 | 79.65 | 24.35 | 58.77 | 61.18 | 47.78 | |
| UNetBackbone=ResNet50, Params=32.5M, FLOPs=96.6G2026.01 | 51.74 | 39.35 | 56.28 | 45.74 | 79.35 | 26.44 | 58.42 | 61.49 | 46.82 | |
| PSPNetBackbone=ResNet50, Params=53.3M, FLOPs=453.3G2026.01 | 51.53 | 39.7 | 55.95 | 46.84 | 80.2 | 22.09 | 58.27 | 62.73 | 46.46 | |
| PANBackbone=ResNet50, Params=24.2M, FLOPs=78.3G2026.01 | 51.26 | 40.17 | 55.5 | 46.63 | 78.77 | 25.44 | 58.43 | 62.34 | 42.78 | |
| LinkNetBackbone=ResNet50, Params=31.1M, FLOPs=65.9G2026.01 | 51.02 | 38.21 | 54.88 | 47.45 | 79.09 | 24.95 | 59.09 | 60.12 | 44.38 | |
| DeepLabv3+Backbone=ResNet50, Params=26.6M, FLOPs=82.7G2026.01 | 50.88 | 38.84 | 54.64 | 47.11 | 78.82 | 25.64 | 56.94 | 60 | 45.06 | |
| MobileVITBackbone=Mob-S, Params=6.3M, FLOPs=40.1G2026.01 | 47.75 | 37.98 | 53.35 | 46.63 | 79.58 | 31.13 | 57.94 | 61.42 | 13.96 | |
| FCN8SBackbone=VGG16, Params=15.3M, FLOPs=180.7G2026.01 | 47.43 | 36.12 | 51.12 | 41.57 | 74.64 | 26.89 | 56.86 | 57.64 | 34.59 |