Change Detection on WHU-CD
95.59IoURSMamba
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RSMamba2026.01 | 95.59 | 91.56 | 98.96 | 95.68 | 95.5 | — | |
| CSI-Net2026.06 | 92.28 | 95.85 | 99.31 | 96.27 | 95.43 | — | |
| MSI-Net2026.06 | 91.81 | 95.58 | 99.27 | 96.66 | 94.55 | — | |
| NeXt2Former-CDType=Transformer-based2026.07 | 91.4 | 95.5 | 99.65 | — | — | — | |
| FM-ChangeNetType=FM2026.07 | 91.28 | 95.44 | 99.66 | 95.39 | 95.49 | — | |
| UniRouteSetting=Unified, Params (M)=52.9, FLOPs (G)=35.5, Method Category=MCD2026.01 | 90.94 | 95.26 | — | — | — | — | |
| LWGANetSetting=Indiv., Params (M)=16.1, FLOPs (G)=22.1, Method Category=BCD2026.01 | 90.92 | 95.24 | — | — | — | — | |
| Ensemble of Best SpecialistsSetting=Indiv., Params (M)=132.1, FLOPs (G)=332.7, Method Category=MCD2026.01 | 90.92 | 95.24 | — | — | — | — | |
| CDMambaType=Mamba2026.07 | 90.91 | 95.24 | 99.49 | 95.31 | 95.17 | — | |
| HA2F2026.01 | 90.63 | 95.32 | 99.66 | 96.32 | 94.35 | — | |
| HANet2026.06 | 90.63 | 94.88 | 99.14 | 95.21 | 94.55 | — | |
| HANet2026.06 | 90.63 | 94.88 | 99.14 | 95.21 | 94.55 | — | |
| RCTNetBackbone=RegNet2024.07 | 90.57 | 95.05 | — | 96.04 | 94.09 | — | |
| ChangeMambaType=Mamba2026.07 | 90.48 | 95 | 99.46 | 95.02 | 94.98 | — | |
| MGCR-Net2025.08 | 90.32 | 94.91 | — | 96.42 | 93.45 | — | |
| USSFC-Net2026.06 | 90.16 | 94.59 | 99.13 | 96.6 | 92.77 | — | |
| USSFC-Net2026.06 | 90.16 | 94.59 | 99.13 | 96.6 | 92.77 | — | |
| RS-MambaType=Mamba2026.07 | 90.07 | 94.77 | 99.44 | 94.94 | 94.61 | — | |
| ChangeCLIP2025.08 | 89.4 | 94.4 | — | 95.18 | 93.64 | — | |
| DARNetType=Transformer-based2026.07 | 89.38 | 94.39 | 99.41 | 94.67 | 94.12 | — | |
| ACABFNetType=Transformer-based2026.07 | 89.24 | 94.32 | 99.4 | 94.61 | 94.03 | — | |
| LGCANetSetting=Indiv., Params (M)=31, FLOPs (G)=56.6, Method Category=BCD2026.01 | 89.09 | 94.23 | — | — | — | — | |
| PaformerType=Transformer-based2026.07 | 89.09 | 94.23 | 99.39 | 94.55 | 93.91 | — | |
| ChangeMambaSetting=Indiv., Params (M)=84.7, FLOPs (G)=179.3, Method Category=BCD2026.01 | 89.02 | 94.19 | — | — | — | — | |
| MambaBCDBackbone=Fixed DINOV3, Feature Module=Fixed intermediate MOFPN, Evaluation Mode=Generalization Performance2026.06 | 89.02 | 94.19 | — | — | — | — | |
| BIT2026.06 | 89.01 | 93.9 | 98.96 | 93.31 | 94.46 | — | |
| BIT2026.06 | 89.01 | 93.9 | 98.96 | 93.31 | 94.46 | — | |
| ChangeDINOBackbone=Fixed DINOV3, Feature Module=Fixed intermediate MOFPN, Evaluation Mode=Generalization Performance2026.06 | 89 | 94.18 | — | — | — | — | |
| ChangeDAYear=20252026.03 | 88.9 | 94.12 | — | 96.45 | 91.91 | — | |
| SemDINOBackbone=Fixed DINOV3, Feature Module=Fixed intermediate MOFPN, Evaluation Mode=Generalization Performance2026.06 | 88.89 | 93.72 | — | — | — | — | |
| RCTNetBackbone=ResNet182024.07 | 88.87 | 94.11 | — | 95.84 | 92.43 | — | |
| AMTNet2026.06 | 88.81 | 92.77 | 98.94 | 93.36 | 92.2 | — | |
| SNUNet2026.06 | 88.7 | 93.7 | 98.93 | 93.24 | 94.18 | — | |
| MSCANetType=Transformer-based2026.07 | 88.69 | 94.01 | 99.37 | 95.14 | 92.9 | — | |
| UniCDv2Supervision=Supervised2026.01 | 88.57 | 93.94 | 99.51 | — | — | — | |
| DFPF-NetParams (M)=46.67, FLOPs (G)=16.89, T (s)=0.642026.03 | 88.3 | 93.79 | — | — | — | — | |
| CDMamba2026.01 | 88.26 | 93.76 | 99.51 | 95.58 | 92.01 | — | |
| SEIFNetParams (M)=8.37, FLOPs (G)=27.9, T (s)=0.222026.03 | 88.11 | 93.68 | — | — | — | — | |
| ChangeFormerType=Transformer-based2026.07 | 87.93 | 93.58 | 99.3 | 92.49 | 94.69 | — | |
| Bi-DiffCDSetting=Indiv., Params (M)=68.3, FLOPs (G)=76.5, Method Category=MCD2026.01 | 87.78 | 93.49 | — | — | — | — | |
| LWGANetSetting=Unified, Params (M)=16.1, FLOPs (G)=22.1, Method Category=BCD2026.01 | 87.7 | 93.48 | — | — | — | — | |
| TransY-NetBackbone=Swin Transformer2024.07 | 87.58 | 93.38 | — | 94.68 | 92.12 | — | |
| UniCDv1Supervision=Supervised2026.01 | 87.58 | 93.38 | 99.47 | — | — | — | |
| HeteCDSetting=Indiv., Params (M)=50.2, FLOPs (G)=58.2, Method Category=MCD2026.01 | 87.55 | 93.36 | — | — | — | — | |
| PhyUnfold-NetYear=20262026.03 | 87.5 | 93.36 | — | 93.24 | 93.48 | — | |
| SEIFNet2025.08 | 87.43 | 93.29 | — | 93.99 | 92.61 | — | |
| SwinUnetType=Transformer-based2026.07 | 87.12 | 93.11 | 99.27 | 92.81 | 93.42 | — | |
| RemoteVAR2026.01 | 87 | 93 | 99.4 | — | — | — | |
| BITType=Transformer-based2026.07 | 86.87 | 92.97 | 99.25 | 93.3 | 92.65 | — | |
| ChangeMambaSetting=Unified, Params (M)=84.7, FLOPs (G)=179.3, Method Category=BCD2026.01 | 86.7 | 92.88 | — | — | — | — | |
| HRSICDSetting=Indiv., Params (M)=20.5, FLOPs (G)=89.3, Method Category=MCD2026.01 | 86.67 | 92.86 | — | — | — | — | |
| RS-MambaYear=20242026.03 | 86.55 | 92.79 | — | 95.5 | 90.24 | — | |
| RSMamba2026.01 | 86.5 | 92.7 | 99.4 | — | — | — | |
| GAS-Net2026.06 | 86.39 | 92.24 | 98.62 | 90.16 | 94.57 | — | |
| SNUNetType=CNN-based2026.07 | 86.31 | 92.65 | 99.22 | 94.13 | 91.22 | — | |
| DDPM-CD2026.01 | 86.3 | 92.7 | 99.4 | — | — | — | |
| DDPM-CDType=Diffusion-based2026.07 | 86.3 | 92.7 | 99.4 | — | — | — | |
| PTNetTrain Params (M)=165.712026.05 | 86.27 | 89.77 | — | — | — | — | |
| Dsfer-Net2023.04 | 86.18 | 92.58 | 99.46 | 94.17 | 91.04 | — | |
| DA²NetSupervision=Supervised2026.01 | 86.02 | 92.48 | 99.42 | — | — | — | |
| IFNetType=CNN-based2026.07 | 85.93 | 92.43 | 99.21 | 95.34 | 89.7 | — | |
| AFENetSetting=Indiv., Params (M)=39.7, FLOPs (G)=99.6, Method Category=MCD2026.01 | 85.86 | 92.39 | — | — | — | — | |
| ChangeMamba2026.01 | 85.83 | 92.37 | 99.4 | 93.14 | 91.62 | — | |
| FC-EF2026.06 | 85.5 | 91.64 | 98.64 | 93.2 | 90.21 | — | |
| FC-EF2026.06 | 85.5 | 91.64 | 98.64 | 93.2 | 90.21 | — | |
| AERNet2025.08 | 85.49 | 92.18 | — | 92.47 | 91.89 | — | |
| AERNetParams (M)=25.36, FLOPs (G)=12.82, T (s)=0.342026.03 | 85.49 | 92.18 | — | — | — | — | |
| Meta-CDSupervision=Supervised2026.01 | 85.46 | 92.16 | 99.44 | — | — | — | |
| DTCDSCN2026.06 | 85.41 | 91.6 | 98.48 | 94.96 | 88.75 | — | |
| DTCDSCN2026.06 | 85.41 | 91.6 | 98.48 | 94.96 | 88.75 | — | |
| BIT2026.01 | 85.3 | 92.06 | 99.22 | 91.57 | 92.55 | — | |
| BANLabel Percentage=40%2023.12 | 85.26 | — | 99.39 | — | — | — | |
| STRobustNet2026.01 | 85.12 | 91.96 | 99.36 | 91.85 | 92.06 | — | |
| ChangeMambaSupervision=Supervised2026.01 | 85.11 | 91.96 | 99.45 | — | — | — | |
| MDENetSupervision=Supervised2026.01 | 85.05 | 91.92 | 99.35 | — | — | — | |
| RSM-CD2024.04 | 84.96 | 91.87 | — | 93.37 | 90.42 | — | |
| Semantic-CCTrain Params (M)=299.892026.05 | 84.95 | 88.46 | — | — | — | — | |
| Paformer2026.01 | 84.92 | 91.85 | 97.98 | 92.86 | 90.85 | — | |
| SPMNetYear=20252026.03 | 84.84 | 91.8 | — | 94.67 | 89.1 | — | |
| Bi-DiffCDSetting=Unified, Params (M)=68.3, FLOPs (G)=76.5, Method Category=MCD2026.01 | 84.57 | 91.64 | — | — | — | — | |
| SAM-CDSupervision=Supervised2026.01 | 84.51 | 91.4 | 99.41 | — | — | — | |
| CDMaskFormerParams (M)=24.49, Flops (G)=32.462024.06 | 84.44 | 91.56 | 99.23 | 92.25 | 90.89 | — | |
| HSSENetBackbone=ResNet182024.07 | 84.42 | 91.55 | — | 94.56 | 88.73 | — | |
| KCFITrain Params (M)=309.552026.05 | 84.35 | 88.75 | — | — | — | — | |
| DMINet2025.08 | 84.31 | 91.49 | — | 92.65 | 90.35 | — | |
| DMINetParams (M)=6.24, FLOPs (G)=14.55, T (s)=1.192026.03 | 84.31 | 91.49 | — | — | — | — | |
| TinyCDBackbone=EfficientNet2024.07 | 84.3 | 91.48 | — | 92.22 | 90.74 | — | |
| CDMaskSupervision=Supervised2026.01 | 84.23 | 91.44 | 99.39 | — | — | — | |
| DT-SCN2026.01 | 84.2 | 91.4 | 99.3 | — | — | — | |
| HeteCDSetting=Unified, Params (M)=50.2, FLOPs (G)=58.2, Method Category=MCD2026.01 | 84.18 | 91.41 | — | — | — | — | |
| DDCNN2024.04 | 84.09 | 91.36 | — | 93.71 | 89.12 | — | |
| HRSICDSetting=Unified, Params (M)=20.5, FLOPs (G)=89.3, Method Category=MCD2026.01 | 83.98 | 91.29 | — | — | — | — | |
| GRAD-FormerType=Transformer-based, Params(M)=10.902026.03 | 83.98 | 91.29 | 99.31 | — | — | — | |
| WNetBackbone=ResNet182024.07 | 83.91 | 91.25 | — | 92.37 | 90.15 | — | |
| FrNet2023.04 | 83.77 | 91.17 | 99.37 | 93.76 | 88.72 | — | |
| FC-Siam-conc2026.06 | 83.59 | 90.36 | 98.33 | 89.17 | 91.63 | — | |
| FC-Siam-conc2026.06 | 83.59 | 90.36 | 98.33 | 89.17 | 91.63 | — | |
| LGCANetSetting=Unified, Params (M)=31, FLOPs (G)=56.6, Method Category=BCD2026.01 | 83.48 | 91 | — | — | — | — | |
| BITType=Transformer-based, Params(M)=57.842026.03 | 83.44 | 90.97 | 99.11 | — | — | — | |
| RS-MambaType=Mamba-based, Params(M)=52.732026.03 | 83.43 | 91.03 | 99.22 | — | — | — |