Change Detection on CDD (test)
98.53F1 ScoreSEED (LE)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SEED (LE)Backbone=Swin Transformer V2, Mechanism=Layer Exchange (LE)2026.01 | 98.53 | 97.11 | 98.63 | 98.44 | 99.64 | |
| NeXt2Former-CDExtra training data=LVD-1689M2026.02 | 98.4 | 96.9 | — | — | 99.61 | |
| SEED (CE)Backbone=Swin Transformer V2, Mechanism=Channel Exchange (CE)2026.01 | 98.35 | 96.75 | 98.34 | 98.36 | 99.59 | |
| HASNet2026.01 | 98.21 | 96.49 | 98.32 | 98.12 | 99.56 | |
| SEED (SE)Backbone=Swin Transformer V2, Mechanism=Spatial Exchange (SE)2026.01 | 98.17 | 96.4 | 98.32 | 98.02 | 99.55 | |
| M-CDExtra training data=ImageNet 1k2026.02 | 98.1 | 96.3 | — | — | 99.54 | |
| DSFI-CD2026.01 | 98.01 | 96.1 | 97.68 | 98.34 | 99.52 | |
| ScratchFormer2026.01 | 97.88 | 95.85 | — | — | 99.5 | |
| FTransDF-Net2026.01 | 97.88 | 95.85 | 98.13 | 97.63 | — | |
| MLDFNet2026.01 | 97.84 | 95.78 | 97.72 | 97.97 | — | |
| SGSLNscale=5122023.11 | 97.77 | 95.63 | 98.25 | 97.29 | — | |
| SChanger-baseYear=null2025.03 | 97.62 | — | 97.95 | 97.28 | — | |
| GASNet2026.01 | 97.61 | 95.34 | 97.17 | 98.06 | 99.41 | |
| GRAD-FormerType=Transformer-based, Publication=-2026.03 | 97.57 | 95.26 | — | — | 99.43 | |
| ChangeStar2Year=20242025.03 | 97.5 | — | 98 | 97 | — | |
| DgFA2026.01 | 97.5 | 95.12 | 97.4 | 97.6 | 99.41 | |
| TransUNetCD2023.11 | 97.17 | 94.5 | 96.93 | 97.42 | — | |
| SiamixFormer-5Input shape=256×256, Params(M)=175.15, FLOPS(G)=27.012022.08 | 97.13 | 94.51 | — | — | — | |
| SFFCE-CD2026.01 | 97.13 | 94.42 | 97.32 | 96.94 | 99.29 | |
| BIT(IMP-VITAEv2-S)Input shape=256×2562022.08 | 97.02 | — | — | — | — | |
| CDMamba2026.01 | 96.87 | 93.93 | 96.9 | 96.84 | 99.26 | |
| SiamixFormer-4Input shape=256×256, Params(M)=133.95, FLOPS(G)=21.42022.08 | 96.85 | 94 | — | — | — | |
| RCDT2026.01 | 96.8 | 93.79 | 96.63 | 96.97 | — | |
| UA-BCD2026.01 | 96.64 | 93.49 | 96.38 | 96.9 | — | |
| BASNet2026.01 | 96.53 | 93.29 | 96.76 | 96.3 | 99.18 | |
| SiamixFormer-3Input shape=256×256, Params(M)=100.41, FLOPS(G)=15.822022.08 | 96.48 | 93.33 | — | — | — | |
| SNUNet2023.11 | 96.25 | 92.77 | 96.3 | 96.2 | — | |
| SGSLNscale=2562023.11 | 96.24 | 92.75 | 96.66 | 95.82 | — | |
| SNUNetInput shape=256×256, Params(M)=27.06, FLOPS(G)=2502022.08 | 96.2 | — | — | — | — | |
| ScratchFormerType=Transformer-based, Publication=TGRS-20242026.03 | 96.12 | 92.54 | — | — | 99.09 | |
| CDMambaExtra training data=ImageNet 1k2026.02 | 96 | 91.9 | — | — | 99.1 | |
| C2FNetYear=20242025.03 | 95.93 | — | 95.46 | 96.41 | — | |
| SChanger-smallYear=null2025.03 | 95.75 | — | 95.48 | 96.02 | — | |
| MF-VMambaType=Mamba-based, Publication=TGRS-20242026.03 | 95.69 | 91.58 | — | — | 98.97 | |
| ISNetType=CNN-based, Publication=TGRS-20222026.03 | 95.63 | 91.84 | — | — | 98.35 | |
| DDPM-CDExtra training data=Google Earth2026.02 | 95.6 | 91.6 | — | — | 99 | |
| SiamixFormer-2Input shape=256×256, Params(M)=60.65, FLOPS(G)=10.062022.08 | 95.52 | 91.62 | — | — | — | |
| SNUNetType=CNN-based, Publication=LGRS-20222026.03 | 95.34 | 91.11 | — | — | 98.9 | |
| BiT2023.11 | 95.08 | 90.62 | 96.19 | 93.99 | — | |
| ChangeMambaType=Mamba-based, Publication=TGRS-20242026.03 | 94.91 | 90.32 | — | — | 98.81 | |
| CDMambaType=Mamba-based, Publication=arXiv-20242026.03 | 94.84 | 90.2 | — | — | 98.83 | |
| CGNetYear=20232025.03 | 94.73 | — | 93.67 | 95.82 | — | |
| ChangeFormerExtra training data=None2026.02 | 94.6 | 89.8 | — | — | 98.7 | |
| RAHFF-NetType=Transformer-based, Publication=JSTARS-20252026.03 | 94.46 | 87.96 | — | — | 98.64 | |
| ChangeMambaExtra training data=ImageNet 1k2026.02 | 94.4 | 92 | — | — | 99 | |
| BITType=Transformer-based, Publication=TGRS-20222026.03 | 94.37 | 89.34 | — | — | 98.68 | |
| RSMambaExtra training data=ImageNet 1k2026.02 | 94.3 | 90.2 | — | — | 98.8 | |
| ChangeFormerType=Transformer-based, Publication=IGARSS-20222026.03 | 94.21 | 89.06 | — | — | 98.63 | |
| DTCDSCNType=CNN-based, Publication=LGRS-20212026.03 | 94.14 | 88.93 | — | — | 98.63 | |
| CLAFA-LWGANet-L2#P (M)=16.1, FLOPs (B)=22.12025.01 | 93.77 | 88.27 | 91.76 | — | — | |
| SGSLNscale=1282023.11 | 93.76 | 88.26 | 94.79 | 92.76 | — | |
| CLAFA#P (M)=14.7, FLOPs (B)=22.02025.01 | 93.73 | 88.19 | 91.87 | — | — | |
| DSAMNETInput shape=256×2562022.08 | 93.69 | 88.13 | — | — | — | |
| RS-MambaType=Mamba-based, Publication=LGRS-20242026.03 | 93.59 | 87.96 | — | — | 98.49 | |
| CSVIG#P (M)=38.0, FLOPs (B)=2032025.01 | 93.39 | 87.6 | 94.48 | — | — | |
| A2Net#P (M)=3.78, FLOPs (B)=3.052025.01 | 93.29 | 87.42 | 93.65 | — | — | |
| SARAS-NetType=CNN-based, Publication=AAAI-20232026.03 | 93.19 | 87.33 | — | — | 98.26 | |
| A2Net-LWGANet-L0#P (M)=2.91, FLOPs (B)=2.762025.01 | 93.18 | 87.24 | 94.3 | — | — | |
| RFANet#P (M)=2.86, FLOPs (B)=3.162025.01 | 93.07 | 87.04 | 93.84 | — | — | |
| DMINet#P (M)=6.24, FLOPs (B)=14.62025.01 | 92.99 | 86.91 | 93.03 | — | — | |
| SiamixFormer-1Input shape=256×256, Params(M)=38.57, FLOPS(G)=6.912022.08 | 92.78 | 87 | — | — | — | |
| ELGC-NetType=Transformer-based, Publication=TGRS-20242026.03 | 92.32 | 85.74 | — | — | 98.22 | |
| ICIFNet#P (M)=23.8, FLOPs (B)=25.42025.01 | 92.31 | 85.73 | 93.41 | — | — | |
| IFNet#P (M)=35.7, FLOPs (B)=82.32025.01 | 92.29 | 85.68 | 92.03 | — | — | |
| ChangeFormer#P (M)=41.0, FLOPs (B)=2032025.01 | 92.13 | 85.4 | 93.39 | — | — | |
| DT-SCNExtra training data=ImageNet 1k2026.02 | 92.1 | 85.3 | — | — | 98.2 | |
| SiamixFormer-0Input shape=256x256, Params(M)=10.04, FLOPS(G)=2.622022.08 | 92.05 | 85.81 | — | — | — | |
| ELGCNet2026.01 | 91.17 | 94.5 | — | — | 99.33 | |
| BITInput shape=256x256, Params(M)=3.55, FLOPS(G)=4.352022.08 | 90.73 | 83.03 | — | — | — | |
| ChangeFormerInput shape=256×256, Params(M)=29.75, FLOPS(G)=21.192022.08 | 89.38 | 80.79 | — | — | — | |
| HANetYear=20232025.03 | 89.23 | — | 92.89 | 85.87 | — | |
| BITExtra training data=ImageNet 1k2026.02 | 88.9 | 80 | — | — | 97.5 | |
| IFNetExtra training data=ImageNet 1k2026.02 | 84 | 71.9 | — | — | 96 | |
| SNUNetExtra training data=None2026.02 | 83.9 | 72.1 | — | — | 96.2 | |
| BIT#P (M)=3.50, FLOPs (B)=10.62025.01 | 82.5 | 70.22 | 89.03 | — | — | |
| UNet++_MSOF2023.11 | 81.29 | 68.48 | 86.68 | 76.53 | — | |
| UNet++MSOFYear=20192025.03 | 81.29 | — | 86.68 | 76.53 | — | |
| IFN2023.11 | 79.08 | 65.4 | 90.56 | 70.18 | — | |
| IFNYear=20202025.03 | 79.08 | — | 90.56 | 70.18 | — | |
| FC-Sima-concType=CNN-based, Publication=ICIP-20182026.03 | 72.65 | 57.05 | — | — | 94.47 | |
| FC-Sima-diffType=CNN-based, Publication=ICIP-20182026.03 | 70.37 | 54.29 | — | — | 94.31 | |
| FC-Siam-Diff2023.11 | 65.41 | 48.6 | 76.2 | 57.3 | — | |
| FC-Siam-DiffYear=20182025.03 | 65.41 | — | 76.2 | 57.3 | — | |
| FC-EFType=CNN-based, Publication=ICIP-20182026.03 | 65.38 | 48.57 | — | — | 93.07 | |
| FC-Siam-Conc2023.11 | 65.17 | 48.34 | 70.9 | 60.3 | — | |
| FC-Siam-ConcYear=20182025.03 | 65.17 | — | 70.9 | 60.3 | — | |
| FC-EF2023.11 | 59.57 | 42.42 | 60.9 | 58.3 | — | |
| FC-EFYear=20182025.03 | 59.57 | — | 60.9 | 58.3 | — |