Change Detection on S2Looking (test)
67.9F1 ScoreChangeStar (1×96) + Changen-90k
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ChangeStar (1×96) + Changen-90kBackbone=MiT-B1, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=18.4M, #Flops=67.3G2024.02 | 67.9 | 70.3 | 65.7 | — | |
| ChangeStar (1×96) + Changen-90kBackbone=MiT-B1, #Params.=18.4M, #Flops=67.3G2023.09 | 67.9 | 70.3 | 65.7 | — | |
| ChangeStar (1×96) + Changen-90kBackbone=R-18, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=16.4M, #Flops=65.3G2024.02 | 67.1 | 70.1 | 64.3 | — | |
| ChangeStar (1×96) + Changen-90kBackbone=R-18, #Params.=16.4M, #Flops=65.3G2023.09 | 67.1 | 70.1 | 64.3 | — | |
| BAN-CF-b1Param (M)=15.882023.12 | 66.7 | 74.63 | 60.3 | 50.04 | |
| ChangeStar (1×96)Backbone=R-18, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=16.4M, #Flops=65.3G2024.02 | 66.3 | 70.9 | 62.2 | — | |
| ChangeStar (1×96)Backbone=R-18, #Params.=16.4M, #Flops=65.3G2023.09 | 66.3 | 70.9 | 62.2 | — | |
| ChangerExBackbone=ResNet18, #Param (M)=11.39, MACs (G)=23.71, Resolution=512x5122022.09 | 66.2 | 73.59 | 60.15 | — | |
| ChangerADBackbone=ResNet18, #Param (M)=11.46, MACs (G)=23.71, Resolution=512x5122022.09 | 65.72 | 74.21 | 58.97 | — | |
| BAN-BITParam (M)=3.802023.12 | 65.44 | 75.06 | 58 | 48.63 | |
| ChangerAlignBackbone=ResNet18, #Param (M)=11.39, MACs (G)=23.71, Resolution=512x5122022.09 | 65.33 | 71.62 | 60.06 | — | |
| Changer VanillaBackbone=ResNet18, #Param (M)=11.39, MACs (G)=23.65, Resolution=512x5122022.09 | 64.63 | 72.59 | 58.25 | — | |
| CFParam (M)=41.02, re-implemented=true2023.12 | 64.57 | 77.68 | 55.25 | 47.68 | |
| CGNetParam (M)=33.992023.12 | 64.33 | 70.18 | 59.38 | 47.41 | |
| ChangeStar (1×96)Backbone=MiT-B1, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=18.4M, #Flops=67.3G2024.02 | 64.3 | 69.3 | 59.9 | — | |
| ChangeStar (1×96)Backbone=MiT-B1, #Params.=18.4M, #Flops=67.3G2023.09 | 64.3 | 69.3 | 59.9 | — | |
| IFNetParam (M)=50.712023.12 | 64.13 | 66.46 | 61.95 | — | |
| BD-MSABackbone=MiT-b0, #Param (M)=3.465, FLOPs(G)=12.6582024.01 | 64.08 | 70.44 | 58.77 | 47.14 | |
| BiTParam (M)=2.99, re-implemented=true2023.12 | 63.76 | 74.8 | 55.56 | 46.8 | |
| ChangeFormer*Backbone=MiT-b1, #Param (M)=20.75, MACs (G)=22.70, Resolution=512x5122022.09 | 63.39 | 72.82 | 56.13 | — | |
| SNUNetParam (M)=12.032023.12 | 63.19 | 71.94 | 56.34 | 46.19 | |
| HCGMNetParam (M)=47.322023.12 | 62.96 | 70.51 | 56.87 | 45.94 | |
| IFNetBackbone=VGG-16, #Param (M)=35.995, FLOPs(G)=323.5842024.01 | 61.98 | 64.96 | 59.27 | 44.91 | |
| BiTBackbone=ResNet18, #Param (M)=3.55, MACs (G)=33.89, Resolution=512x5122022.09 | 61.85 | 72.64 | 53.85 | — | |
| BiTBackbone=R-18, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=11.9M, #Flops=34.7G2024.02 | 61.8 | 72.6 | 53.8 | — | |
| BiTBackbone=R-18, #Params.=11.9M, #Flops=34.7G2023.09 | 61.8 | 72.6 | 53.8 | — | |
| ChangeFormerBackbone=MiT-b1, #Param (M)=3.847, FLOPs(G)=11.382024.01 | 60.92 | 75.79 | 50.93 | 43.8 | |
| CDNetBackbone=ResNet18, #Param (M)=14.33, Resolution=512x5122022.09 | 60.56 | 67.48 | 54.93 | — | |
| CDNetBackbone=R-18, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=14.3M2024.02 | 60.5 | 67.4 | 54.9 | — | |
| CDNetBackbone=R-18, #Params.=14.3M2023.09 | 60.5 | 67.4 | 54.9 | — | |
| ChangerEx-MiTBackbone=MiT-b0, #Param (M)=3.457, FLOPs(G)=8.5232024.01 | 60.01 | 67.52 | 54 | 42.87 | |
| DTCDSCNBackbone=SE-Res34, #Param (M)=41.07, MACs (G)=60.87, Resolution=512x5122022.09 | 57.27 | 68.58 | 49.16 | — | |
| DTCDSCNParam (M)=41.072023.12 | 57.27 | 68.58 | 49.16 | — | |
| STANetParam (M)=16.932023.12 | 57.27 | 38.75 | 56.49 | — | |
| TINY-CDBackbone=EfficientNet, #Param (M)=0.285, FLOPs(G)=5.7912024.01 | 54.5 | 63.81 | 47.56 | 37.46 | |
| SNUNetBackbone=-, #Param (M)=3.012, FLOPs(G)=46.9212024.01 | 48.25 | 60.8 | 39.99 | 31.79 | |
| STANet-PAMBackbone=ResNet18, #Param (M)=12.21, MACs (G)=50.21, Resolution=512x5122022.09 | 45.97 | 38.75 | 56.49 | — | |
| STANetBackbone=R-18, Fine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=16.9M, #Flops=156.7G2024.02 | 45.9 | 38.7 | 56.4 | — | |
| STANetBackbone=R-18, #Params.=16.9M, #Flops=156.7G2023.09 | 45.9 | 38.7 | 56.4 | — | |
| BITBackbone=ResNet18, #Param (M)=2.99, FLOPs(G)=34.9962024.01 | 44.51 | 67.41 | 33.23 | 28.63 | |
| HANetBackbone=-, #Param (M)=3.028, FLOPs(G)=97.5482024.01 | 43.67 | 44.89 | 42.51 | 27.93 | |
| ChangeStar (1×96) (AnyChange)Backbone=R-18, Fine-tuning on=AnyChange, #labeled pixels=3.5 x 10^3, #Params.=16.4M, #Flops=65.3G2024.02 | 40.2 | 40.4 | 39.9 | — | |
| OmniOVCDFoundation Model=SAM 32026.01 | 39.4 | — | — | 24.5 | |
| STANet-BAMBackbone=ResNet18, #Param (M)=12.18, MACs (G)=49.16, Resolution=512x5122022.09 | 39.24 | 31.19 | 52.91 | — | |
| SAM-DINOv2-SegEarth-OVRe-implementation=true, Foundation Model=SAM, Backbone=DINOv22026.01 | 38.5 | — | — | 23.9 | |
| SAM2-DINOv2-SegEarth-OVRe-implementation=true, Foundation Model=SAM2, Backbone=DINOv22026.01 | 37.6 | — | — | 23.1 | |
| ChangeStar (1×96)Backbone=R-18, Fine-tuning on=1% GT, #labeled pixels=1.4 x 10^8, #Params.=16.4M, #Flops=65.3G2024.02 | 37.2 | 63.1 | 26.3 | — | |
| SAM-DINO-SegEarth-OVRe-implementation=true, Foundation Model=SAM, Backbone=DINO2026.01 | 36.7 | — | — | 22.5 | |
| STANet-BaseBackbone=ResNet18, Resolution=512x5122022.09 | 35.34 | 25.75 | 56.29 | — | |
| STANet-BamBackbone=ResNet18, #Param (M)=12.846, FLOPs(G)=391.1682024.01 | 27.27 | 16.11 | 88.68 | 15.79 | |
| STANet-BaseBackbone=ResNet18, #Param (M)=12.764, FLOPs(G)=70.3112024.01 | 26.92 | 15.87 | 88.54 | 15.55 | |
| STANet-PamBackbone=ResNet18, #Param (M)=13.356, FLOPs(G)=5122024.01 | 23.73 | 13.85 | 82.79 | 13.46 | |
| APE - / - DINORe-implementation=true, Backbone=DINO2026.01 | 18.4 | — | — | 10.1 | |
| FC-Siam-Conc#Param (M)=1.54, MACs (G)=19.47, Resolution=512x5122022.09 | 13.54 | 68.27 | 18.52 | — | |
| FC-Siam-DiffParam (M)=1.352023.12 | 13.54 | 68.27 | 18.52 | — | |
| FC-Siam-ConcBackbone=-, #Param (M)=1.548, FLOPs(G)=19.9562024.01 | 13.54 | 68.27 | 18.52 | 17.05 | |
| FC-Siam-Diff#Param (M)=1.35, MACs (G)=17.06, Resolution=512x5122022.09 | 13.19 | 83.29 | 15.76 | — | |
| FC-Siam-ConcParam (M)=1.542023.12 | 13.19 | 83.29 | 15.76 | — | |
| FC-Siam-DiBackbone=-, #Param (M)=1.352, FLOPs(G)=17.542024.01 | 13.19 | 83.29 | 15.76 | 15.28 | |
| FC-Siam-DiffFine-tuning on=100% GT, #labeled pixels=1.2 x 10^10, #Params.=1.3M, #Flops=18.7G2024.02 | 13.1 | 83.2 | 15.7 | — | |
| FC-Siam-DiffBackbone=-, #Params.=1.3M, #Flops=18.7G2023.09 | 13.1 | 83.2 | 15.7 | — | |
| APE - / - DINOv2Re-implementation=true, Backbone=DINOv22026.01 | 10.1 | — | — | 5.3 | |
| ChangeStar (1×96)Backbone=R-18, Fine-tuning on=0.1% GT, #labeled pixels=4.7 x 10^6, #Params.=16.4M, #Flops=65.3G2024.02 | 9.2 | 10 | 8.5 | — | |
| FC-EF#Param (M)=1.35, MACs (G)=12.48, Resolution=512x5122022.09 | 7.65 | 81.36 | 8.95 | — | |
| FC-EFParam (M)=1.352023.12 | 7.65 | 81.36 | 8.95 | — | |
| FC-EFBackbone=-, #Param (M)=1.353, FLOPs(G)=12.9762024.01 | 7.65 | 81.36 | 8.95 | 8.77 | |
| AnyChange-H2026.01 | 6.4 | — | — | — | |
| CVA2026.01 | 5.8 | — | — | — | |
| DINOv2+CVABackbone=DINOv22026.01 | 4.3 | — | — | — |