Change Detection on OSCD
76.33F1 ScoreSIGMAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SIGMAEfine-tuned=true2026.03 | 76.33 | — | 66.72 | 78.29 | 74.65 | — | |
| SpectralGPTfine-tuned=true2026.03 | 70.5 | — | 61.66 | 79.49 | 63.3 | — | |
| CROMAfine-tuned=true2026.03 | 66.98 | — | 58.92 | 76.53 | 62.8 | — | |
| S12-MAEfine-tuned=true2026.03 | 65.09 | — | 57.54 | 76.72 | 60.9 | — | |
| DOFAfine-tuned=true2026.03 | 63 | — | 55.81 | 67.4 | 60.56 | — | |
| SoftConfine-tuned=true2026.03 | 62.4 | — | 55.7 | 78.96 | 58.36 | — | |
| SatlasNetfine-tuned=true2026.03 | 61.58 | — | 55.22 | 87.67 | 57.39 | — | |
| SkySense2023.12 | 60.06 | — | — | — | — | — | |
| SkySenseBackbone=Swin-H2024.03 | 60.06 | — | — | — | — | — | |
| GFMPublication=ICCV'232023.12 | 59.82 | — | — | — | — | — | |
| GFMBackbone=Swin-B2024.03 | 59.82 | — | — | — | — | — | |
| ChangeFlowvariant=10step, 5rep, FPS [img/s]=8.1±0.0, Param. [M]=403.32026.05 | 59.5 | — | — | — | — | 80.4 | |
| MATTER2023.12 | 59.37 | — | — | — | — | — | |
| MATTERBackbone=ResNet-342024.03 | 59.37 | — | — | — | — | — | |
| ChangeFlowvariant=1step, 5rep, FPS [img/s]=18.2 ±0.0, Param. [M]=403.32026.05 | 59 | — | — | — | — | 80.3 | |
| ChangeDINOFPS [img/s]=8.9±0.5, Param. [M]=311.12026.05 | 58.8 | — | — | — | — | 79.1 | |
| ChangeFlowvariant=10step, 1rep, FPS [img/s]=15.3 ±0.0, Param. [M]=403.32026.05 | 57.5 | — | — | — | — | 79.5 | |
| ScaleMAEfine-tuned=true2026.03 | 57.09 | — | 52.26 | 72.6 | 54.7 | — | |
| MAE + MTPBackbone=ViT-L + RVSA2024.03 | 55.92 | — | — | — | — | — | |
| IMP + MTPBackbone=InternImage-XL2024.03 | 55.61 | — | — | — | — | — | |
| SatDiFuserFPS [img/s]=1.8±0.0, Param. [M]=1413.62026.05 | 55.2 | — | — | — | — | 76.6 | |
| BTCFPS [img/s]=32.4±0.0, Param. [M]=120.12026.05 | 54.3 | — | — | — | — | 77.3 | |
| SpectralGPT2023.12 | 54.29 | — | — | — | — | — | |
| SpectralGPT+Backbone=ViT-B2024.03 | 54.29 | — | — | — | — | — | |
| GFMFPS [img/s]=44.9±0.1, Param. [M]=120.52026.05 | 54.1 | — | — | — | — | 75.7 | |
| MAEBackbone=ViT-L + RVSA2024.03 | 54.04 | — | — | — | — | — | |
| HySCDGFPS [img/s]=41.0±0.1, Param. [M]=65.12026.05 | 53.6 | — | — | — | — | 71.9 | |
| MAE + MTPBackbone=ViT-B + RVSA2024.03 | 53.36 | — | — | — | — | — | |
| SwinSUNetFPS [img/s]=33.1±0.1, Param. [M]=43.62026.05 | 52.8 | — | — | — | — | 73.6 | |
| MTPFPS [img/s]=31.2±0.0, Param. [M]=107.82026.05 | 52.8 | — | — | — | — | 76.5 | |
| SatMAEPublication=NIPS'222023.12 | 52.76 | — | — | — | — | — | |
| SatMAEBackbone=ViT-L2024.03 | 52.76 | — | — | — | — | — | |
| DINO-MC2023.12 | 52.7 | — | — | — | — | — | |
| CACOPublication=CVPR'232023.12 | 52.11 | — | — | — | — | — | |
| CACOBackbone=ResNet-502024.03 | 52.11 | — | — | — | — | — | |
| IMPBackbone=InternImage-XL2024.03 | 51.61 | — | — | — | — | — | |
| MAEBackbone=ViT-B + RVSA2024.03 | 50.28 | — | — | — | — | — | |
| SwiMDiffBackbone=ResNet-182024.03 | 49.6 | — | — | — | — | — | |
| FC-EF2024.03 | 48.89 | — | — | — | — | — | |
| ChFormerFPS [img/s]=36.2±0.0, Param. [M]=41.02026.05 | 48.1 | — | — | — | — | 69.1 | |
| SeCoPublication=ICCV'212023.12 | 47.67 | — | — | — | — | — | |
| SeCoBackbone=ResNet-502024.03 | 47.67 | — | — | — | — | — | |
| GASSLPublication=ICCV'212023.12 | 46.26 | — | — | — | — | — | |
| GASSLBackbone=ResNet-502024.03 | 46.26 | — | — | — | — | — | |
| ChMambaFPS [img/s]=14.4±0.0, Param. [M]=92.42026.05 | 45.8 | — | — | — | — | 74.9 | |
| FC-Siam-DiffFPS [img/s]=170.1±0.0, Param. [M]=1.42026.05 | 39.4 | — | — | — | — | 61.5 | |
| BiFAFPS [img/s]=32.2±0.0, Param. [M]=9.92026.05 | 37.4 | — | — | — | — | 71.3 | |
| DDPM-CDFPS [img/s]=4.6±0.0, Param. [M]=437.52026.05 | 37.1 | — | — | — | — | 70 | |
| SSL4EOPublication=TGRS'232023.12 | 35.08 | — | — | — | — | — | |
| MaskCDFPS [img/s]=6.5±0.0, Param. [M]=107.42026.05 | 34.7 | — | — | — | — | 71.4 | |
| GCD-DDPMFPS [img/s]=0.02±0.0, Param. [M]=131.92026.05 | 7 | — | — | — | — | 49.8 | |
| Cop.-FMInput Modality=Multispectral, Decoder=UPerNet2026.02 | — | 58.7 | — | — | — | — | |
| CROMAInput Modality=Multispectral, Decoder=UPerNet2026.02 | — | 52.3 | — | — | — | — | |
| DEODecoder=UPerNet2026.02 | — | 60.4 | — | — | — | — | |
| DINOv2-BInput Modality=RGB, Decoder=UPerNet2026.02 | — | 49 | — | — | — | — | |
| DINOv3-BInput Modality=RGB, Decoder=UPerNet2026.02 | — | 55.2 | — | — | — | — | |
| DINOv3-LSInput Modality=RGB, Decoder=UPerNet2026.02 | — | 57.2 | — | — | — | — | |
| GFMInput Modality=RGB, Decoder=UPerNet2026.02 | — | 54.1 | — | — | — | — | |
| SatDiFuserInput Modality=RGB, Decoder=UPerNet2026.02 | — | 55.2 | — | — | — | — | |
| Scale-MAEInput Modality=RGB, Decoder=UPerNet2026.02 | — | 47.2 | — | — | — | — | |
| TerraFMInput Modality=Multispectral, Decoder=UPerNet2026.02 | — | 57.5 | — | — | — | — |