Remote Sensing Change Detection on CLCD
81.8F1 ScoreMaSoN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MaSoNtraining_setup=Supervised2026.02 | 81.8 | — | 86.8 | 77.3 | — | — | |
| ChangeMambatraining_setup=Supervised2026.02 | 80.3 | — | 87.3 | 74.4 | — | — | |
| MTPtraining_setup=Supervised2026.02 | 80.3 | — | 85.4 | 75.8 | — | — | |
| SatMAEtraining_setup=Supervised2026.02 | 79.2 | — | 84 | 74.9 | — | — | |
| CaCotraining_setup=Supervised2026.02 | 77.8 | — | 83.9 | 72.6 | — | — | |
| GFMtraining_setup=Supervised2026.02 | 77.5 | — | 82.2 | 73.2 | — | — | |
| UniCDv2Supervision=Supervised2026.01 | 75.94 | 96.55 | — | — | 61.22 | — | |
| SwinSUNettraining_setup=Supervised2026.02 | 75.8 | — | 79.5 | 72.5 | — | — | |
| MaskCD2024.04 | 75.41 | 96.66 | 83.3 | 68.89 | 78.5 | — | |
| BiFAtraining_setup=Supervised2026.02 | 74.5 | — | 79.4 | 70.1 | — | — | |
| UniCDv1Supervision=Supervised2026.01 | 72.7 | 96.29 | — | — | 57.11 | — | |
| DDLNetParams (M)=12.67, Flops (G)=7.352024.06 | 72.44 | — | — | — | — | — | |
| DA²NetSupervision=Supervised2026.01 | 71.99 | 96.2 | — | — | 56.24 | — | |
| ChangeMambaSupervision=Supervised2026.01 | 71.71 | 95.98 | — | — | 55.89 | — | |
| MDENetSupervision=Supervised2026.01 | 71.53 | 95.7 | — | — | 55.68 | — | |
| Meta-CDSupervision=Supervised2026.01 | 70.24 | 94.95 | — | — | 54.13 | — | |
| CDMaskSupervision=Supervised2026.01 | 67.13 | 94.94 | — | — | 50.53 | — | |
| BIT2024.04 | 65.91 | 94.88 | 65.25 | 66.58 | 71.88 | — | |
| ChangeFormerSupervision=Supervised2026.01 | 64.16 | 94.84 | — | — | 47.24 | — | |
| SNUNetSupervision=Supervised2026.01 | 64.01 | 94.62 | — | — | 47.06 | — | |
| SAM-CDSupervision=Supervised2026.01 | 63.74 | 94.73 | — | — | 46.78 | — | |
| BITtraining_setup=Supervised2026.02 | 63.4 | — | 66.5 | 60.8 | — | — | |
| DMINetSupervision=Supervised2026.01 | 63.08 | 94.36 | — | — | 46.07 | — | |
| ChangeFormer2024.04 | 62.14 | 94.31 | 61.5 | 62.8 | 69.55 | — | |
| ChFormertraining_setup=Supervised2026.02 | 60.8 | — | 61.4 | 60.4 | — | — | |
| SNUNet2024.04 | 59.77 | 94.33 | 63.29 | 56.62 | 68.35 | — | |
| DMINet2024.04 | 57.43 | 93.91 | 59.86 | 55.18 | 66.97 | — | |
| ICIFNet2024.04 | 56.29 | 94.16 | 63.54 | 50.53 | 66.55 | — | |
| RDPNet2024.04 | 54.31 | 92.88 | 51.95 | 56.9 | 64.92 | — | |
| FCS-Difftraining_setup=Supervised2026.02 | 54.1 | — | 54 | 54.3 | — | — | |
| Siam-Diff2024.04 | 49.13 | 93.58 | 59.83 | 41.68 | 62.97 | — | |
| Seg2Change2026.04 | 47.89 | 89.18 | 37.32 | 66.79 | 31.48 | 42.39 | |
| DynamicEarthvariant=SegEarth-OV32026.04 | 38.16 | 93.5 | 65.39 | 26.94 | 23.58 | 35.35 | |
| A2Net2024.04 | 37.94 | 92.04 | 45.2 | 32.7 | 57.63 | — | |
| AnyChange2026.04 | 31.96 | 79.84 | 21.33 | 63.63 | 19.02 | 23.42 | |
| AnyChangevariant=SegEarth-OV32026.04 | 27.55 | 90.76 | 33.05 | 23.62 | 15.98 | 22.76 | |
| DynamicEarthconfiguration=M–C–I2026.04 | 23.83 | 90.74 | 30.7 | 19.47 | 13.52 | 19.16 | |
| UCD-SCM2026.04 | 23.31 | 84.09 | 18.18 | 32.49 | 13.19 | 15.22 | |
| DCVA2026.04 | 20.81 | 57.67 | 12.09 | 74.77 | 11.62 | 9.18 | |
| PCA_KMeans2026.04 | 18.42 | 73.13 | 11.9 | 40.76 | 10.14 | 7.8 | |
| DynamicEarthconfiguration=I–M–C2026.04 | 14.97 | 93.05 | 83.52 | 8.22 | 8.09 | 13.82 | |
| CVA2026.04 | 13.39 | 41.82 | 7.53 | 60.42 | 7.17 | 0.17 | |
| Inst-CEGvariant=SegEarth-OV32026.04 | 10.09 | 90.96 | 19.41 | 6.82 | 5.32 | 6.48 | |
| Inst-CEG2026.04 | 6.76 | 89.37 | 9.73 | 5.18 | 3.5 | 0.2 |