Change Detection on DSIFN-CD
93.14F1 ScoreGRAD-Former
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GRAD-FormerParams(M)=10.90, GFLOPs=129.502026.03 | 93.14 | — | — | — | — | |
| ChangeMambaParams(M)=85.53, GFLOPs=179.322026.03 | 90.21 | — | — | — | — | |
| FM-ChangeNetType=FM2026.07 | 88.96 | 95.61 | 90.02 | 87.93 | 80.12 | |
| MF-VmambaParams(M)=57.84, GFLOPs=94.062026.03 | 88.05 | — | — | — | — | |
| ChangeFormerParams(M)=41.03, GFLOPs=211.152026.03 | 87.34 | — | — | — | — | |
| DTCDSCNParams(M)=31.25, GFLOPs=52.892026.03 | 87.21 | — | — | — | — | |
| RS-MambaParams(M)=52.73, GFLOPs=95.742026.03 | 86.67 | — | — | — | — | |
| ChangeFormerType=Transformer-based2026.07 | 86.67 | 95.56 | 88.48 | 84.94 | 76.48 | |
| CDMambaParams(M)=12.71, GFLOPs=151.232026.03 | 85.81 | — | — | — | — | |
| SNUNetParams(M)=12.03, GFLOPs=21.332026.03 | 79.64 | — | — | — | — | |
| ISNetParams(M)=14.36, GFLOPs=23.582026.03 | 78.42 | — | — | — | — | |
| ELGC-NetParams(M)=10.57, GFLOPs=123.592026.03 | 73.76 | — | — | — | — | |
| BITParams(M)=3.49, GFLOPs=42.532026.03 | 71.49 | — | — | — | — | |
| BITType=Transformer-based2026.07 | 69.26 | 89.41 | 68.36 | 70.18 | 52.97 | |
| ScratchFormerParams(M)=36.92, GFLOPs=196.592026.03 | 67.62 | — | — | — | — | |
| SARAS-NetParams(M)=56.89, GFLOPs=139.902026.03 | 67.58 | — | — | — | — | |
| SNUNetType=CNN-based2026.07 | 66.18 | 87.34 | 60.6 | 72.89 | 49.45 | |
| FC-EF-diffParams(M)=1.35, GFLOPs=18.912026.03 | 65.42 | — | — | — | — | |
| FC-EFParams(M)=1.35, GFLOPs=14.312026.03 | 64.38 | — | — | — | — | |
| FC-Siam-DiffType=CNN-based2026.07 | 62.54 | 86.63 | 59.67 | 65.71 | 45.5 | |
| FC-EF-concParams(M)=1.54, GFLOPs=21.322026.03 | 62.03 | — | — | — | — | |
| FC-EFType=CNN-based2026.07 | 61.09 | 88.59 | 72.61 | 52.73 | 43.98 | |
| IFNetType=CNN-based2026.07 | 60.1 | 87.83 | 67.86 | 53.94 | 42.96 | |
| FC-Siam-ConcType=CNN-based2026.07 | 59.71 | 87.57 | 66.45 | 54.21 | 42.56 | |
| T-UNetParams.(M)=53.47, FLOPs(G)=96.90, FLOPs/Params(K)=1.812023.08 | 0.6952 | 0.8983 | — | — | — | |
| DSIFNParams.(M)=35.99, FLOPs(G)=79.04, FLOPs/Params(K)=2.202023.08 | 0.6511 | 0.8652 | — | — | — | |
| SNUNetParams.(M)=3.01, FLOPs(G)=11.79, FLOPs/Params(K)=3.922023.08 | 0.6429 | 0.8711 | — | — | — | |
| DESSNParams.(M)=18.35, FLOPs(G)=27.10, FLOPs/Params(K)=1.482023.08 | 0.6322 | 0.8504 | — | — | — | |
| FC-Siam-DiffParams.(M)=1.35, FLOPs(G)=4.29, FLOPs/Params(K)=3.182023.08 | 0.619 | 0.8397 | — | — | — | |
| DASNetParams.(M)=16.26, FLOPs(G)=56.92, FLOPs/Params(K)=3.502023.08 | 0.5952 | 0.8334 | — | — | — | |
| FC-EFParams.(M)=1.35, FLOPs(G)=3.13, FLOPs/Params(K)=2.322023.08 | 0.524 | 0.7451 | — | — | — | |
| FC-Siam-ConcParams.(M)=1.55, FLOPs(G)=4.89, FLOPs/Params(K)=3.152023.08 | 0.5075 | 0.6901 | — | — | — |