Change Detection on WHU dataset
98.67F1 ScoreLDGuid
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LDGuidBackbone=BIT2026.05 | 98.67 | — | — | 97.4 | |
| IMP + MTPBackbone=InternImage-XL2024.03 | 95.59 | — | — | — | |
| IMPBackbone=InternImage-XL2024.03 | 95.33 | — | — | — | |
| SGSLNscale=5122023.11 | 94.86 | 96.11 | 93.64 | 90.22 | |
| SGSLN/512Params (M)=6.04, FLOPS (G)=11.5, IT (s)=65, TB=25, TT (s)=1652023.11 | 94.86 | — | — | — | |
| ChangeCLIPBackbone=CLIP2024.03 | 94.82 | — | — | — | |
| MAE + MTPBackbone=ViT-L + RVSA2024.03 | 94.75 | — | — | — | |
| SGSLNscale=2562023.11 | 94.67 | 96.28 | 93.11 | 89.88 | |
| SGSLN/256Params (M)=1.51, FLOPS (G)=2.98, IT (s)=58, TB=48, TT (s)=1282023.11 | 94.67 | — | — | — | |
| SGSLN/2562024.03 | 94.67 | — | — | — | |
| FMCDBackbone=EfficientNet-b42024.03 | 94.48 | — | — | — | |
| MAE + MTPBackbone=ViT-B + RVSA2024.03 | 94.32 | — | — | — | |
| MAEBackbone=ViT-L + RVSA2024.03 | 94.07 | — | — | — | |
| MAEBackbone=ViT-B + RVSA2024.03 | 93.77 | — | — | — | |
| FCCDN2023.11 | 93.74 | 96.39 | 91.24 | 88.23 | |
| FCCDNParams (M)=6.25, FLOPS (G)=12.4, IT (s)=60, TB=28, TT (s)=1502023.11 | 93.74 | — | — | — | |
| TransUNetCDBackbone=ResNet-502024.03 | 93.59 | — | — | — | |
| BITVersion=Base2026.05 | 93.56 | — | — | 88.31 | |
| DDPM-CDBackbone=UNet2024.03 | 92.65 | — | — | — | |
| GCD-DDPM2024.03 | 92.54 | — | — | — | |
| P2V-CD2024.03 | 92.38 | — | — | — | |
| SGSLNscale=1282023.11 | 91.68 | 93.52 | 89.91 | 84.64 | |
| SGSLN/128Params (M)=0.38, FLOPS (G)=0.8, IT (s)=50, TB=92, TT (s)=962023.11 | 91.68 | — | — | — | |
| TransUNetCD2023.11 | 91.55 | 93.59 | 89.6 | 84.42 | |
| WNetBackbone=ResNet-18 + DAT2024.03 | 91.25 | — | — | — | |
| UNet++_MSOF2023.11 | 90.66 | 91.96 | 89.4 | 82.92 | |
| UNet++_MSOFParams (M)=9.05, FLOPS (G)=34.01, IT (s)=40, TB=14, TT (s)=1702023.11 | 90.66 | — | — | — | |
| IFN2023.11 | 90.59 | 91.44 | 89.75 | 82.79 | |
| IFNParams (M)=35.7, FLOPS (G)=82.3, IT (s)=75, TB=14, TT (s)=2552023.11 | 90.59 | — | — | — | |
| LDGuidBackbone=AERNet2026.05 | 89.87 | — | — | 82.5 | |
| LDGuidBackbone=U-Net2026.05 | 89.44 | — | — | 81.73 | |
| AERNetVersion=Base2026.05 | 89.24 | — | — | 81.43 | |
| SRCDNetBackbone=ResNet-182024.03 | 87.4 | — | — | — | |
| FC-Siam-Diff2023.11 | 86 | 84.73 | 87.31 | 75.44 | |
| FC-Siam-DiffParams (M)=1.54, FLOPS (G)=5.3, IT (s)=35, TB=65, TT (s)=1402023.11 | 86 | — | — | — | |
| BiT2023.11 | 83.98 | 86.64 | 81.48 | 72.39 | |
| BiTParams (M)=3.55, FLOPS (G)=67.8, IT (s)=40, TB=45, TT (s)=1452023.11 | 83.98 | — | — | — | |
| BITBackbone=ResNet-182024.03 | 83.98 | — | — | — | |
| SNUNet2023.11 | 83.49 | 85.6 | 81.49 | 71.67 | |
| SNUNet2024.03 | 83.49 | — | — | — | |
| FC-Siam-ConcParams (M)=1.35, FLOPS (G)=4.7, IT (s)=35, TB=60, TT (s)=1402023.11 | 83.47 | — | — | — | |
| STANet2023.11 | 82.32 | 79.37 | 85.5 | 69.95 | |
| FC-Siam-Conc2023.11 | 78.75 | 78.86 | 78.64 | 64.95 | |
| FC-EFParams (M)=1.35, FLOPS (G)=3.56, IT (s)=35, TB=90, TT (s)=1402023.11 | 78.75 | — | — | — | |
| DTCDSCN2023.11 | 71.95 | 63.92 | 82.3 | 56.19 | |
| U-NetVersion=Base2026.05 | 71.82 | — | — | 58.37 |