Change Detection on DSIFN-CD (test)
93.14F1 ScoreGRAD-Former
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GRAD-FormerType=Transformer-based, Publication=-2026.03 | 93.14 | — | — | 87.16 | 97.65 | |
| ChangeMambaType=Mamba-based, Publication=TGRS-20242026.03 | 90.21 | — | — | 82.17 | 94.39 | |
| MF-VMambaType=Mamba-based, Publication=TGRS-20242026.03 | 88.05 | — | — | 78.73 | 96.01 | |
| ChangeFormerType=Transformer-based, Publication=IGARSS-20222026.03 | 87.34 | — | — | 77.53 | 95.76 | |
| DTCDSCNType=CNN-based, Publication=LGRS-20212026.03 | 87.21 | — | — | 76.58 | 95.59 | |
| RS-MambaType=Mamba-based, Publication=LGRS-20242026.03 | 86.67 | — | — | 76.48 | 95.56 | |
| CDMambaType=Mamba-based, Publication=arXiv-20242026.03 | 85.81 | — | — | 75.13 | 95.17 | |
| BD-MSABackbone=MiT-b0, #Param (M)=3.465, FLOPs(G)=12.6582024.01 | 83.98 | 88.01 | 80.3 | 72.38 | — | |
| ChangerEx-MiTBackbone=MiT-b0, #Param (M)=3.457, FLOPs(G)=8.5232024.01 | 80.87 | 87.93 | 74.87 | 67.89 | — | |
| ChangeFormerBackbone=MiT-b1, #Param (M)=3.847, FLOPs(G)=11.382024.01 | 80.23 | 84.4 | 76.46 | 66.99 | — | |
| SNUNetType=CNN-based, Publication=LGRS-20222026.03 | 79.64 | — | — | 66.17 | 93.48 | |
| IFNetBackbone=VGG-16, #Param (M)=35.995, FLOPs(G)=323.5842024.01 | 79.21 | 85.54 | 73.75 | 65.58 | — | |
| ISNetType=CNN-based, Publication=TGRS-20222026.03 | 78.42 | — | — | 67.01 | 88.69 | |
| SNUNetBackbone=-, #Param (M)=3.012, FLOPs(G)=46.9212024.01 | 76.08 | 78.26 | 74.02 | 61.4 | — | |
| HANetBackbone=-, #Param (M)=3.028, FLOPs(G)=97.5482024.01 | 75.91 | 75.9 | 75.92 | 61.18 | — | |
| CDMaskFormer2024.06 | 74.75 | 75.96 | 73.57 | 59.68 | 91.55 | |
| TINY-CDBackbone=EfficientNet, #Param (M)=0.285, FLOPs(G)=5.7912024.01 | 74.71 | 76.37 | 73.12 | 59.63 | — | |
| ELGC-NetType=Transformer-based, Publication=TGRS-20242026.03 | 73.76 | — | — | 58.42 | 92.68 | |
| BITType=Transformer-based, Publication=TGRS-20222026.03 | 71.49 | — | — | 55.64 | 90.74 | |
| DMATNet2024.06 | 71.23 | 66.65 | 76.5 | 55.32 | 87.12 | |
| BITBackbone=ResNet18, #Param (M)=2.99, FLOPs(G)=34.9962024.01 | 71.04 | 77.22 | 65.78 | 55.09 | — | |
| T-Unet2023.08 | 69.52 | 70.86 | 68.23 | — | 89.83 | |
| BIT2021.02 | 69.26 | 68.36 | 70.18 | 52.97 | 89.41 | |
| BIT2024.06 | 69.26 | 68.36 | 70.18 | 52.97 | 89.41 | |
| FC-Siam-ConcBackbone=-, #Param (M)=1.548, FLOPs(G)=19.9562024.01 | 67.68 | 66.83 | 68.56 | 51.15 | — | |
| ScratchFormerType=Transformer-based, Publication=TGRS-20242026.03 | 67.62 | — | — | 45.13 | 89.74 | |
| SARAS-Net (V2)Backbone=ResNet502022.12 | 67.58 | 67.65 | 67.51 | 51.04 | 89.01 | |
| SARAS-NetType=CNN-based, Publication=AAAI-20232026.03 | 67.58 | — | — | 51.04 | 89.01 | |
| SARASNet2024.06 | 67.49 | 68.18 | 66.81 | 50.93 | 88.96 | |
| STANet-BaseBackbone=ResNet18, #Param (M)=12.764, FLOPs(G)=70.3112024.01 | 66.28 | 76.07 | 58.71 | 49.56 | — | |
| SNUNet2021.02 | 66.18 | 60.6 | 72.89 | 49.45 | 87.34 | |
| SNUNet2024.06 | 66.18 | 60.6 | 72.89 | 49.45 | 87.34 | |
| FC-Sima-concType=CNN-based, Publication=ICIP-20182026.03 | 65.42 | — | — | 48.61 | 87.6 | |
| DSIFN2023.08 | 65.11 | 58.14 | 73.99 | — | 86.52 | |
| SARAS-Net (V1)Backbone=ResNet182022.12 | 64.73 | 64.48 | 64.98 | 47.85 | 88.05 | |
| STANet2021.02 | 64.56 | 67.71 | 61.68 | 47.66 | 88.49 | |
| ChangeFormer2024.06 | 64.52 | 57.9 | 72.85 | 47.63 | 87.72 | |
| FC-EFType=CNN-based, Publication=ICIP-20182026.03 | 64.38 | — | — | 47.47 | 87.55 | |
| SNUNet2023.08 | 64.29 | 60.77 | 68.24 | — | 87.11 | |
| DTCDSCN2021.02 | 63.72 | 53.87 | 77.99 | 46.76 | 84.91 | |
| DTCDSCN2024.06 | 63.72 | 53.87 | 77.99 | 46.76 | 84.91 | |
| FC-EFBackbone=-, #Param (M)=1.353, FLOPs(G)=12.9762024.01 | 63.44 | 75.97 | 54.47 | 46.46 | — | |
| FC-Siam-DiBackbone=-, #Param (M)=1.352, FLOPs(G)=17.542024.01 | 63.41 | 73.23 | 55.92 | 46.43 | — | |
| DESSN2023.08 | 63.22 | 54.31 | 75.63 | — | 85.04 | |
| LGPNet2024.06 | 63.2 | 49.96 | 85.97 | 46.19 | 82.99 | |
| FC-Siam-Di2022.12 | 62.95 | 68.44 | 58.27 | 45.93 | 88.35 | |
| FC-Siam-Di2024.06 | 62.95 | 68.44 | 58.27 | 45.93 | 88.35 | |
| FC-Siam-Di2021.02 | 62.54 | 59.67 | 65.71 | 45.5 | 86.63 | |
| FC-Sima-diffType=CNN-based, Publication=ICIP-20182026.03 | 62.03 | — | — | 44.96 | 88.17 | |
| FC-Siam-Diff2023.08 | 61.9 | 51.93 | 76.61 | — | 83.97 | |
| STANet-BamBackbone=ResNet18, #Param (M)=12.846, FLOPs(G)=391.1682024.01 | 61.48 | 70.83 | 54.31 | 44.39 | — | |
| FC-EF2021.02 | 61.09 | 72.61 | 52.73 | 43.98 | 88.59 | |
| FC-Siam-Conc2022.12 | 60.88 | 59.08 | 62.8 | 43.76 | 86.3 | |
| FC-Siam-Conc2024.06 | 60.88 | 59.08 | 62.8 | 43.76 | 86.3 | |
| SNUNet2022.12 | 60.41 | 64.15 | 57.09 | 43.28 | 87.3 | |
| IFNet2021.02 | 60.1 | 67.86 | 53.94 | 42.96 | 87.83 | |
| IFNet2024.06 | 60.1 | 67.86 | 53.94 | 42.96 | 87.83 | |
| FC-Siam-Conc2021.02 | 59.71 | 66.45 | 54.21 | 42.56 | 87.57 | |
| FC-EF2022.12 | 59.71 | 61.8 | 57.75 | 42.56 | 86.77 | |
| FC-EF2024.06 | 59.71 | 61.8 | 57.75 | 42.56 | 86.77 | |
| DASNet2023.08 | 59.52 | 50.7 | 72.07 | — | 83.34 | |
| BIT2022.12 | 59.4 | 56.36 | 62.79 | 42.25 | 85.43 | |
| IFNet2022.12 | 59.26 | 63.75 | 55.36 | 42.11 | 87.08 | |
| AdvCPType=Transformer-based, Publication=TIP-20262026.03 | 58.9 | — | — | 43.1 | 85.75 | |
| Base2021.02 | 58.48 | 73.3 | 48.65 | 41.32 | 88.26 | |
| DASNet2022.12 | 58.26 | 60.1 | 56.53 | 41.1 | 86.25 | |
| FC-EF2023.08 | 52.4 | 38.38 | 82.58 | — | 74.51 | |
| FC-Siam-Conc2023.08 | 50.75 | 34.76 | 93.96 | — | 69.01 | |
| STANet2022.12 | 42.65 | 51.48 | 36.4 | 27.11 | 83.38 | |
| STANet-PamBackbone=ResNet18, #Param (M)=13.356, FLOPs(G)=5122024.01 | 37.84 | 76.13 | 25.18 | 23.34 | — |