Change Detection on SYSU-CD
83.24F1 ScoreChangeTitans
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ChangeTitansParams (M)=27.15, FLOPs (G)=30.392026.02 | 83.24 | — | — | — | 71.18 | |
| ChangeMambaVenue=TGRS 2024, Params (M)=84.70, FLOPs (G)=179.322026.02 | 83.11 | — | — | — | 71.1 | |
| RCTNetBackbone=RegNet2024.07 | 83.01 | — | 84.33 | 81.73 | 70.96 | |
| TransY-NetBackbone=Swin Transformer2024.07 | 82.84 | — | 89.09 | 77.42 | 70.71 | |
| ChangeDAVenue=TGRS 2025, Params (M)=30.25, FLOPs (G)=23.492026.02 | 82.74 | — | — | — | 70.56 | |
| HA2F2026.01 | 82.74 | 91.91 | 83.32 | 82.16 | 70.56 | |
| MutSimNetVenue=TGRS 2024, Params (M)=45.44, FLOPs (G)=58.102026.02 | 82.34 | — | — | — | 70.27 | |
| SEIFNetVenue=TGRS 2024, Params (M)=8.37, FLOPs (G)=27.912026.02 | 82.32 | — | — | — | 69.96 | |
| STENetVenue=TGRS 2024, Params (M)=10.95, FLOPs (G)=14.732026.02 | 82.29 | — | — | — | 69.92 | |
| RCTNetBackbone=ResNet182024.07 | 82.23 | — | 85.62 | 79.1 | 69.83 | |
| MaskCD2024.04 | 82.17 | 92.04 | 87.07 | 77.78 | 79.99 | |
| SwinSUNetVenue=TGRS 2022, Params (M)=39.28, FLOPs (G)=43.502026.02 | 81.58 | — | — | — | 68.89 | |
| A2NetVenue=TGRS 2023, Params (M)=3.78, FLOPs (G)=6.022026.02 | 81.06 | — | — | — | 70.86 | |
| TinyCDBackbone=EfficientNet2024.07 | 80.96 | — | 85.71 | 76.71 | 68.01 | |
| AMDANetVenue=TGRS 2025, Params (M)=25.83, FLOPs (G)=77.232026.02 | 80.83 | — | — | — | 67.82 | |
| ICIFNetVenue=TGRS 2022, Params (M)=23.82, FLOPs (G)=25.362026.02 | 80.74 | — | — | — | 68.12 | |
| WNetBackbone=ResNet182024.07 | 80.64 | — | 81.71 | 79.58 | 67.55 | |
| WNetVenue=TGRS 2023, Params (M)=43.07, FLOPs (G)=19.202026.02 | 80.64 | — | — | — | 67.55 | |
| TransUNetCDVenue=TGRS 2022, Params (M)=28.37, FLOPs (G)=244.542026.02 | 80.09 | — | — | — | 66.79 | |
| SNUNetBackbone=UNet++2024.07 | 79.96 | — | 81.95 | 78.08 | 66.62 | |
| DGANetBackbone=CNN2024.07 | 79.79 | — | 78.86 | 80.74 | 66.37 | |
| SNUNetVenue=GRSL 2021, Params (M)=12.03, FLOPs (G)=27.442026.02 | 79.77 | — | — | — | 66.35 | |
| BITBackbone=ResNet182024.07 | 79.4 | — | 82.32 | 76.68 | 65.84 | |
| CDMamba2026.01 | 79.16 | 90.5 | 81.92 | 76.58 | 65.51 | |
| STRobustNet2026.01 | 78.84 | 90.72 | 77.79 | 79.92 | 65.07 | |
| ChangeFormer2026.01 | 78.52 | 90.06 | 80.04 | 77.06 | 64.64 | |
| ChangeMamba2026.01 | 78.52 | 90.06 | 80.04 | 77.06 | 64.64 | |
| FC-EF2026.01 | 78.4 | 89.47 | 75.93 | 81.03 | 64.47 | |
| CTDFormerVenue=TGRS 2023, Params (M)=3.85, FLOPs (G)=303.772026.02 | 78.08 | — | — | — | 64.04 | |
| ChangeFormerBackbone=ViT2024.07 | 77.83 | — | 81.3 | 74.65 | 63.71 | |
| Paformer2026.01 | 77.82 | 90.08 | 82.26 | 73.84 | 63.7 | |
| BIT2026.01 | 77.47 | 89.58 | 79.04 | 75.96 | 63.23 | |
| RSMamba2026.01 | 77.46 | 89.29 | 76.89 | 78.04 | 63.21 | |
| STANetVenue=RS 2020, Params (M)=16.93, FLOPs (G)=6.582026.02 | 77.37 | — | — | — | 63.09 | |
| IFNetBackbone=VGG2024.07 | 76.38 | — | 82.44 | 72.38 | 61.85 | |
| FC-Siam-concBackbone=VGG2024.07 | 76.35 | — | 82.54 | 71.03 | 61.75 | |
| FC-Siam-ConcVenue=ICIP 2018, Params (M)=4.99, FLOPs (G)=1.552026.02 | 76.35 | — | — | — | 61.75 | |
| BITVenue=TGRS 2021, Params (M)=3.55, FLOPs (G)=4.352026.02 | 76.08 | — | — | — | 61.39 | |
| A2Net2024.04 | 75.99 | 88.13 | 72.66 | 79.63 | 73.33 | |
| ChangeFormer2024.04 | 75.93 | 89.12 | 79.37 | 72.78 | 74.04 | |
| SNUNet2024.04 | 75.73 | 89.16 | 80.21 | 71.72 | 73.94 | |
| RDPNet2024.04 | 75.36 | 88.52 | 76.3 | 74.44 | 73.27 | |
| FC-EFBackbone=VGG2024.07 | 75.07 | — | 74.32 | 75.84 | 60.09 | |
| BIT2024.04 | 74.97 | 87.3 | 70.03 | 80.65 | 72.14 | |
| DMINet2024.04 | 74.64 | 88.81 | 80.14 | 69.84 | 73.07 | |
| SNUNet2026.01 | 72.64 | 89.05 | 88.43 | 61.43 | 57.04 | |
| FC-Siam-diffBackbone=VGG2024.07 | 72.57 | — | 89.13 | 61.21 | 56.96 | |
| FC-Siam-DiffVenue=ICIP 2018, Params (M)=4.38, FLOPs (G)=1.352026.02 | 72.57 | — | — | — | 56.96 | |
| ICIFNet2024.04 | 70.3 | 86.41 | 72.51 | 68.23 | 69 | |
| Siam-Diff2024.04 | 59.91 | 85.46 | 85.62 | 46.08 | 63.23 |