Change Detection on LEVIR+-CD (test)
89.17F1 ScoreSTANet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| STANet2025.12 | 89.17 | 90.68 | 87.7 | 80.45 | 98.91 | |
| ViLaCD-R12025.12 | 87.27 | 89.51 | 81.94 | 78.96 | 98.61 | |
| ChangeTitansParams (M)=27.15, FLOPs (G)=30.392026.02 | 86.37 | — | — | 75.84 | — | |
| ChangeCLIPVenue=ISPRS 20242026.02 | 86.12 | — | — | 75.63 | — | |
| ChangeCLIP2025.12 | 86.12 | 88.46 | 83.9 | 75.63 | 98.9 | |
| ChangeRWKV-BParams (M)=20.50, FLOPs (G)=33.562026.03 | 86.01 | — | — | 75.46 | — | |
| ChangeRWKV-SParams (M)=12.00, FLOPs (G)=18.152026.03 | 85.85 | — | — | 75.21 | — | |
| PhyUnfold-NetYear=20262026.03 | 85.82 | 87.83 | 83.89 | 75.14 | — | |
| ChangeRWKV-TParams (M)=4.66, FLOPs (G)=9.402026.03 | 85.8 | — | — | 75.14 | — | |
| SwinSUNetVenue=TGRS 2022, Params (M)=39.28, FLOPs (G)=43.502026.02 | 85.6 | — | — | 74.82 | — | |
| SwinSUNetParams (M)=39.28, FLOPs (G)=43.502026.03 | 85.6 | — | — | 74.82 | — | |
| ConvFormer-CD/48Venue=TGRS 2025, Params (M)=37.72, FLOPs (G)=5.142026.02 | 85.3 | — | — | 74.37 | — | |
| ConvFormer-CD/48Params (M)=37.72, FLOPs (G)=5.142026.03 | 85.3 | — | — | 74.37 | — | |
| BiFAVenue=TGRS 2024, Params (M)=5.58, FLOPs (G)=53.002026.02 | 83.96 | — | — | 72.35 | — | |
| BiFAParams (M)=5.58, FLOPs (G)=53.002026.03 | 83.96 | — | — | 72.35 | — | |
| TransUNetCDVenue=TGRS 2022, Params (M)=28.37, FLOPs (G)=244.542026.02 | 83.63 | — | — | 71.86 | — | |
| TransUNetCDParams (M)=28.37, FLOPs (G)=244.542026.03 | 83.63 | — | — | 71.86 | — | |
| SPMNetVenue=TGRS 2025, Params (M)=17.33, FLOPs (G)=6.942026.02 | 83.09 | — | — | 71.01 | — | |
| SPMNetYear=20252026.03 | 83.09 | 83.59 | 82.6 | 71.01 | — | |
| SPMNetParams (M)=17.33, FLOPs (G)=6.942026.03 | 83.09 | — | — | 71.01 | — | |
| CDMambaType=Mamba-based2024.06 | 83.01 | 85.11 | 81 | 70.95 | 98.65 | |
| BITVenue=TGRS 2021, Params (M)=3.55, FLOPs (G)=4.352026.02 | 82.8 | — | — | 70.64 | — | |
| BITParams (M)=3.55, FLOPs (G)=4.352026.03 | 82.8 | — | — | 70.64 | — | |
| IFNet2025.12 | 82.29 | 83.77 | 80.32 | 70.97 | 98.73 | |
| BIT2025.12 | 81.71 | 80.61 | 82.84 | 69.07 | 98.49 | |
| PaformerType=Transformer-based2024.06 | 81.4 | 79.89 | 82.96 | 68.63 | 98.45 | |
| DTCDSCN2025.12 | 81.19 | 83.41 | 79.08 | 68.76 | 98.58 | |
| BITType=Transformer-based2024.06 | 80.95 | 80.5 | 81.41 | 68 | 98.43 | |
| RS-MambaType=Mamba-based2024.06 | 80.91 | 79.67 | 82.19 | 67.95 | 98.42 | |
| RS-MambaYear=20242026.03 | 80.91 | 79.67 | 82.19 | 67.95 | — | |
| SNUNet2025.12 | 80.82 | 80.52 | 79.43 | 68.17 | 98.42 | |
| ChangeMambaType=Mamba-based2024.06 | 80.77 | 79.64 | 81.92 | 67.74 | 98.41 | |
| ChangeDAYear=20252026.03 | 80.65 | 81.47 | 79.85 | 67.58 | — | |
| L-UNet2025.12 | 80.38 | 78.59 | 82.25 | 67.19 | 98.36 | |
| SNUNetVenue=GRSL 2021, Params (M)=12.03, FLOPs (G)=27.442026.02 | 80.32 | — | — | 67.11 | — | |
| SNUNetParams (M)=12.03, FLOPs (G)=27.442026.03 | 80.32 | — | — | 67.11 | — | |
| CTDFormerVenue=TGRS 2023, Params (M)=3.85, FLOPs (G)=303.772026.02 | 80.3 | — | — | 67.09 | — | |
| CTDFormerParams (M)=3.85, FLOPs (G)=303.772026.03 | 80.3 | — | — | 67.09 | — | |
| MSCANetType=Transformer-based2024.06 | 80.16 | 76.92 | 83.69 | 66.89 | 98.31 | |
| IFNetType=CNN-based2024.06 | 80.06 | 81.79 | 78.4 | 66.76 | 98.41 | |
| STANetVenue=RS 2020, Params (M)=16.93, FLOPs (G)=6.582026.02 | 79.31 | — | — | 65.66 | — | |
| STANetParams (M)=16.93, FLOPs (G)=6.582026.03 | 79.31 | — | — | 65.66 | — | |
| FC-Siam-DiffType=CNN-based2024.06 | 79.23 | 80.88 | 77.65 | 65.61 | 98.34 | |
| FC-Siam-ConcType=CNN-based2024.06 | 79.09 | 81.12 | 77.16 | 65.42 | 98.33 | |
| SNUNetType=CNN-based2024.06 | 78.56 | 78.9 | 78.23 | 64.7 | 98.26 | |
| SwinUnetType=Transformer-based2024.06 | 78.31 | 77.65 | 78.98 | 64.35 | 98.22 | |
| DARNetType=Transformer-based2024.06 | 78.13 | 77.84 | 78.42 | 64.11 | 98.21 | |
| ChangeFormerType=Transformer-based2024.06 | 77.54 | 77.32 | 77.75 | 63.31 | 98.16 | |
| ACABFNetType=Transformer-based2024.06 | 76.67 | 72.85 | 80.91 | 62.17 | 97.99 | |
| FC-EFType=CNN-based2024.06 | 76.41 | 76.49 | 76.32 | 61.82 | 98.08 | |
| CDNet2025.12 | 76.22 | 74.12 | 78.45 | 61.58 | 98.01 | |
| FC-Siam-conc2025.12 | 76.06 | 79.94 | 72.55 | 61.37 | 98.14 | |
| FC-Siam-ConcVenue=ICIP 2018, Params (M)=4.99, FLOPs (G)=1.552026.02 | 73.48 | — | — | 58.07 | — | |
| FC-Siam-ConcParams (M)=4.99, FLOPs (G)=1.552026.03 | 73.48 | — | — | 58.07 | — | |
| FC-Siam-DiffVenue=ICIP 2018, Params (M)=4.38, FLOPs (G)=1.352026.02 | 72.97 | — | — | 57.44 | — | |
| FC-Siam-DiffParams (M)=4.38, FLOPs (G)=1.352026.03 | 72.97 | — | — | 57.44 | — | |
| BITYear=20222026.03 | 71.08 | 73.42 | 68.89 | 55.17 | — | |
| SNUNetYear=20222026.03 | 69.86 | 73.91 | 66.23 | 53.69 | — | |
| DSIFNYear=20202026.03 | 66.71 | 71.05 | 62.87 | 50.06 | — | |
| DTCDSCNYear=20212026.03 | 63.31 | 66.38 | 60.51 | 46.3 | — | |
| STANetYear=20202026.03 | 62.58 | 68.72 | 57.43 | 45.53 | — | |
| FC-Siam-DiYear=20182026.03 | 59.14 | 63.79 | 55.12 | 41.99 | — |