Change Detection on SYSU-CD (test)
85.74F1MambaCD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MambaCDType=Mamba-based2025.07 | 85.74 | 75.04 | 86.14 | 85.35 | 93.3 | |
| SChanger-small2025.03 | 84.58 | — | 85.05 | 84.11 | — | |
| SChanger-base2025.03 | 84.17 | — | 86.35 | 82.09 | — | |
| ViLaCD-R12025.12 | 83.71 | 74.11 | 85.85 | 84.76 | 95.65 | |
| A2Net-LWGANet-L0#P (M)=2.91, FLOPs (B)=2.762025.01 | 83.41 | 71.54 | 86.16 | — | — | |
| CACG-NetYear=20242025.03 | 83.35 | — | 82.42 | 84.3 | — | |
| ChangeCLIP2025.12 | 83.32 | 71.41 | 87.16 | 79.8 | 92.46 | |
| MambaBCD-BaseType=Mamba-based2025.07 | 83.11 | 71.1 | 86.11 | 80.31 | 92.3 | |
| SGSLNYear=2023, input_size=5122025.03 | 83.07 | — | 84.76 | 81.45 | — | |
| SEEDmode=CE2026.01 | 82.98 | 70.91 | 85.05 | 81.01 | 92.16 | |
| A2Net#P (M)=3.78, FLOPs (B)=3.052025.01 | 82.93 | 70.83 | 86.45 | — | — | |
| MGCR-Net2025.08 | 82.91 | 70.8 | 86.52 | 79.58 | — | |
| CLAFA-LWGANet-L2#P (M)=16.1, FLOPs (B)=22.12025.01 | 82.9 | 70.79 | 87.69 | — | — | |
| ChangeCLIP2025.08 | 82.61 | 70.38 | 86.64 | 78.94 | — | |
| SEEDmode=LE2026.01 | 82.58 | 70.33 | 85.16 | 80.16 | 92.03 | |
| CLAFA#P (M)=14.7, FLOPs (B)=22.02025.01 | 82.43 | 70.12 | 83.66 | — | — | |
| MIFNet2026.01 | 82.42 | 70.09 | 85.85 | 79.47 | — | |
| MutSimNetYear=20242025.03 | 82.34 | — | 82.91 | 81.73 | — | |
| CMCD2026.01 | 82.26 | 69.87 | 78.92 | 85.9 | — | |
| AMFNet2026.01 | 82.25 | 69.85 | 88.23 | 82.51 | 92.3 | |
| MFCF-Net2026.01 | 82.21 | 69.79 | 85.25 | 79.37 | 92.05 | |
| SGANet2026.01 | 82.04 | 69.55 | 88.45 | 76.5 | — | |
| STFF-GA2026.01 | 81.97 | 69.45 | 83.89 | 80.14 | — | |
| CSVIG#P (M)=38.0, FLOPs (B)=2032025.01 | 81.8 | 69.21 | 84.43 | — | — | |
| RFANet#P (M)=2.86, FLOPs (B)=3.162025.01 | 81.71 | 69.08 | 82.06 | — | — | |
| SEEDmode=SE2026.01 | 81.69 | 69.05 | 83.16 | 80.27 | 91.52 | |
| SwinSUNetType=Transformer-based2025.07 | 81.58 | 68.89 | 83.5 | 79.75 | 91.51 | |
| STDF-CD2026.01 | 81.53 | 68.83 | 82.76 | 80.35 | 91.42 | |
| SEIFNet2025.08 | 81.46 | 68.72 | 83.59 | 79.44 | — | |
| EoCD2026.02 | 81.42 | 68.67 | — | — | 91.67 | |
| LCD-Net2026.02 | 81.22 | 68.38 | — | — | — | |
| DARNet2026.01 | 81.03 | 68.1 | 83.04 | 79.11 | 91.26 | |
| DARNet2025.12 | 81.03 | 68.1 | 83.04 | 79.11 | 91.26 | |
| ICFNet2025.12 | 80.74 | 68.12 | 83.37 | 78.51 | 91.24 | |
| STRobustNet2026.02 | 80.66 | 67.59 | — | — | 91.13 | |
| RHighNet2026.02 | 80.62 | 67.53 | — | — | 91.33 | |
| RCDT2026.01 | 80.57 | 67.46 | 75.62 | 86.21 | — | |
| DSFDcd2026.02 | 80.46 | 67.31 | — | — | 91 | |
| SiamCRNN-101Type=Convolutional-based2025.07 | 80.44 | 67.28 | 80.4 | 80.48 | 90.77 | |
| AERNet2025.08 | 80.26 | 67.02 | 82.5 | 78.13 | — | |
| IF-Net2025.12 | 80.17 | 66.9 | 80.98 | 79.37 | 90.74 | |
| TransUNetCDType=Transformer-based2025.07 | 80.09 | 66.79 | 82.59 | 77.73 | 90.88 | |
| DMINet2025.08 | 80.06 | 66.75 | 84.93 | 75.72 | — | |
| ELGCNet2026.02 | 79.97 | 66.62 | — | — | 90.72 | |
| CGNetYear=20232025.03 | 79.92 | — | 86.37 | 74.37 | — | |
| CGNetType=Convolutional-based2025.07 | 79.92 | 66.55 | 86.37 | 74.37 | 91.19 | |
| ChangeMamba2026.02 | 79.8 | 66.39 | — | — | 90.85 | |
| P2V2026.01 | 79.73 | 66.29 | 80.17 | 79.29 | 90.49 | |
| L-UNet2025.12 | 79.63 | 66.15 | 81.24 | 78.08 | 90.58 | |
| SNUNet2025.12 | 79.54 | 66.02 | 83.58 | 75.87 | 90.79 | |
| ConvFormer-CD/482026.02 | 79.35 | 65.76 | — | — | 90.98 | |
| DSIFNType=Convolutional-based2025.07 | 78.8 | 65.02 | 75.83 | 82.02 | 89.59 | |
| IFNet#P (M)=35.7, FLOPs (B)=82.32025.01 | 78.36 | 64.42 | 78.49 | — | — | |
| CDNet2025.12 | 78.3 | 64.34 | 79.34 | 77.29 | 89.9 | |
| ISNet2025.12 | 78.29 | 64.44 | 76.41 | 80.27 | 90.01 | |
| ChangeFormer#P (M)=41.0, FLOPs (B)=2032025.01 | 78.2 | 64.2 | 79.7 | — | — | |
| DSAMNet2026.01 | 78.18 | 64.18 | 74.81 | 81.86 | — | |
| CTDFormerType=Transformer-based2025.07 | 78.08 | 64.04 | 80.8 | 75.53 | 90 | |
| C2FNetYear=20242025.03 | 77.97 | — | 75.44 | 80.67 | — | |
| IFNYear=20202025.03 | 77.53 | — | 79.59 | 75.58 | — | |
| HANetYear=20232025.03 | 77.41 | — | 78.71 | 76.14 | — | |
| STANetYear=20202025.03 | 77.36 | — | 70.76 | 85.33 | — | |
| DTCDSCN2025.08 | 77.22 | 62.89 | 80.42 | 74.26 | — | |
| ChangeFormerV6Type=Transformer-based2025.07 | 76.76 | 62.29 | 81.7 | 72.38 | 89.67 | |
| BIT2026.02 | 76.08 | 61.4 | — | — | 88.95 | |
| ICIF-Net2025.08 | 76.08 | 61.4 | 79.16 | 73.24 | — | |
| FC-EFYear=20182025.03 | 75.81 | — | 76.47 | 75.17 | — | |
| FC-Siam-DiffYear=20182025.03 | 75.79 | — | 76.28 | 75.3 | — | |
| ChangeFormer2026.02 | 75.46 | 60.6 | — | — | 89.2 | |
| BIT#P (M)=3.50, FLOPs (B)=10.62025.01 | 75.38 | 60.48 | 80.08 | — | — | |
| FC-Siam-ConcYear=20182025.03 | 75.21 | — | 73.67 | 76.75 | — | |
| FC-Siam-ConcType=Convolutional-based2025.07 | 75.18 | 60.23 | 73.67 | 76.75 | 88.05 | |
| ChangeFormer2025.08 | 74.41 | 59.24 | 77.99 | 71.14 | — | |
| BIT2025.08 | 74.32 | 59.13 | 81.75 | 68.12 | — | |
| SNUNet2025.08 | 73.14 | 57.66 | 74.09 | 72.21 | — | |
| SNUNetType=Convolutional-based2025.07 | 73.14 | 57.66 | 74.09 | 72.21 | 87.49 | |
| STANet2026.01 | 72.79 | 57.22 | 80.08 | 66.71 | 88.24 | |
| DMINet#P (M)=6.24, FLOPs (B)=14.62025.01 | 68.04 | 51.56 | 64.47 | — | — | |
| ICIFNet#P (M)=23.8, FLOPs (B)=25.42025.01 | 57.8 | 40.65 | 71.35 | — | — |