Semantic Segmentation on INRIA Aerial Image Labeling (test)
83.74Overall IoUUAGLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UAGLNetFLOPs=28.90G, Params=15.34M2025.12 | 83.74 | — | 91.15 | 92.09 | 90.22 | |
| UANetYear=2024, FLOPs=111.11G, Params=15.59M2025.12 | 83.08 | — | 90.76 | 92.04 | 89.52 | |
| SDSCUNetYear=2023, FLOPs=29.82G, Params=21.32M2025.12 | 83.01 | — | 90.71 | 91.52 | 89.92 | |
| DSATNetYear=2023, FLOPs=57.75G, Params=48.50M2025.12 | 82.68 | — | 90.52 | 91.62 | 89.44 | |
| BuildFormerYear=2022, FLOPs=117.12G, Params=40.52M2025.12 | 81.44 | — | 89.77 | 90.75 | 88.81 | |
| CBRNetYear=2022, FLOPs=186.56G, Params=22.69M2025.12 | 81.1 | — | 89.56 | 89.93 | 89.2 | |
| DSNetYear=20202025.12 | 81.02 | — | 89.52 | 90.32 | 88.73 | |
| DMBCNetYear=2021, FLOPs=60.01G, Params=30.01M2025.12 | 80.74 | — | 89.35 | 89.94 | 88.77 | |
| TransFuseYear=2021, FLOPs=50.53G, Params=31.87M2025.12 | 80.71 | — | 90.29 | 88.38 | 89.32 | |
| ICT-NetPaper=Ours2019.12 | 80.32 | 97.14 | — | — | — | |
| STTYear=2021, FLOPs=106.21G, Params=18.87M2025.12 | 79.42 | — | 87.99 | — | — | |
| LCSYear=2022, FLOPs=135.98G, Params=20.16M2025.12 | 78.82 | — | 88.15 | 89.58 | 86.77 | |
| Leaderboard Entry (Rank 1)Paper=[18]2019.12 | 78.8 | 96.91 | — | — | — | |
| Leaderboard Entry (Rank 2)Paper=[18]2019.12 | 78.45 | 96.74 | — | — | — | |
| Leaderboard Entry (Rank 3)Paper=[18]2019.12 | 78.39 | 96.84 | — | — | — | |
| Leaderboard Entry (Rank 4)Paper=[18]2019.12 | 78.31 | 96.76 | — | — | — | |
| BOMSNetYear=2022, Params=129.32M2025.12 | 78.18 | — | 87.75 | 87.93 | 87.58 | |
| HRNetYear=2019, FLOPs=90.39G, Params=67.17M2025.12 | 77.14 | — | 87.1 | 89.04 | 85.24 | |
| SwinUNetYear=2021, FLOPs=97.69G, Params=84.02M2025.12 | 76.27 | — | 86.54 | 86.87 | 86.21 | |
| UNetYear=2015, FLOPs=202.95G, Params=32.09M2025.12 | 75.66 | — | 86.14 | 85.88 | 86.4 | |
| WSDNetModel Category=UHR Models, Memory=4379, FPS=7.802023.05 | 75.2 | 96 | 86 | — | — | |
| ISDNetModel Category=UHR Models, Memory=4680, FPS=6.902023.05 | 74.2 | 95.6 | 84.9 | — | — | |
| FCtLModel Category=UHR Models, Memory=4332, FPS=0.042023.05 | 73.7 | 94.6 | 84.1 | — | — | |
| AMLLPaper=[15]2019.12 | 72.55 | 95.91 | — | — | — | |
| NUSPaper=[15]2019.12 | 72.45 | 95.9 | — | — | — | |
| STDCModel Category=Generic Models, Memory=7410, FPS=4.972023.05 | 72.4 | — | — | — | — | |
| SIUNetYear=2019, FLOPs=215.85G, Params=31.18M2025.12 | 71.4 | — | 83.33 | 84.6 | 82.1 | |
| GLNetModel Category=UHR Models, Memory=2663, FPS=0.052023.05 | 71.2 | — | — | — | — | |
| ONERAPaper=[15]2019.12 | 71.02 | 95.63 | — | — | — | |
| RaisaPaper=[15]2019.12 | 69.57 | 95.3 | — | — | — | |
| CascadePSPModel Category=UHR Models, Memory=3236, FPS=0.032023.05 | 69.4 | 93.2 | 81.8 | — | — | |
| FCN-8sModel Category=Generic Models, Memory=2447, FPS=1.902023.05 | 69.1 | 93.6 | 81.7 | — | — | |
| DeepLabv3+Model Category=Generic Models, Memory=5122, FPS=1.672023.05 | 55.9 | — | — | — | — |