Time Series Semantic Change Detection on MUDS
94.91Not Build IndicatorScale-MAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Scale-MAECategory=Foundation model, Cond.=Planet (RGB), Str.=Mono, Params=303.4M2025.12 | 94.91 | 16.55 | 55.73 | 144 | 30.21 | 16.32 | |
| SatMAE++Category=Foundation model, Cond.=Planet (RGB), Str.=Mono, Params=305.5M2025.12 | 94.81 | 11.72 | 53.26 | 195 | 27.96 | 15.94 | |
| UniTSCategory=Foundation model, Cond.=Planet (RGB), Str.=Multi, Params=54.21M2025.12 | 91.81 | 33.18 | 61.96 | 854 | 49.81 | 29.17 | |
| UTAECategory=Specific model, Cond.=Planet (RGB), Str.=Mono, Params=1.08M2025.12 | 88.95 | 32.52 | 60.74 | 36 | 24.86 | 12.61 | |
| SCanNetCategory=Specific model, Cond.=Planet (RGB), Str.=Bi, Params=27.9M2025.12 | 87.51 | 30.94 | 59.22 | 35 | 28.61 | 14.47 | |
| TSViTCategory=Specific model, Cond.=Planet (RGB), Str.=Mono, Params=1.72M2025.12 | 87.15 | 16.41 | 51.78 | 13 | 9.54 | 4.84 | |
| SkySenseCategory=Foundation model, Cond.=Planet (RGB), Str.=Mono, Params=661.99M2025.12 | 87.03 | 27.43 | 57.23 | 29 | 33.63 | 16.96 | |
| TSSCDCategory=Specific model, Cond.=Planet (RGB), Str.=Multi, Params=6.11M2025.12 | 85.87 | 11.42 | 48.64 | 18 | 13.81 | 6.99 | |
| AnySatCategory=Foundation model, Cond.=Planet (RGB), Str.=Multi, Params=127.77M2025.12 | 84.33 | 24.73 | 54.53 | 0 | 0 | 0 | |
| A2NetCategory=Specific model, Cond.=Planet (RGB), Str.=Bi, Params=1.83M2025.12 | 81.37 | 28.07 | 54.72 | 27 | 38.22 | 19.24 |