Change Detection on LEVIR
92.67F1 ScoreMAE + MTP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAE + MTPBackbone=ViT-L + RVSA2024.03 | 92.67 | — | — | — | — | |
| SkySenseBackbone=Swin-H2024.03 | 92.58 | — | — | — | — | |
| IMP + MTPBackbone=InternImage-XL2024.03 | 92.54 | — | — | — | — | |
| MAEBackbone=ViT-L + RVSA2024.03 | 92.52 | — | — | — | — | |
| IMPBackbone=InternImage-XL2024.03 | 92.46 | — | — | — | — | |
| ChangerBackbone=ResNeSt-1012024.03 | 92.33 | — | — | — | — | |
| BANBackbone=ChangeFormer2024.03 | 92.3 | — | — | — | — | |
| MAE + MTPBackbone=ViT-B + RVSA2024.03 | 92.22 | — | — | — | — | |
| MAEBackbone=ViT-B + RVSA2024.03 | 92.21 | — | — | — | — | |
| ChangeDINOFPS [img/s]=8.9±0.5, Param. [M]=311.12026.05 | 92.2 | — | — | 79.1 | — | |
| TTPBackbone=SAM2024.03 | 92.1 | — | — | — | — | |
| Scale-MAEInput Modality=RGB, Decoder=UPerNet2026.02 | 92.1 | — | — | — | — | |
| MaSoNtraining_setup=Supervised2026.02 | 92.1 | 92.9 | 91.2 | — | — | |
| ChangeFlowvariant=10step, 5rep, FPS [img/s]=8.1±0.0, Param. [M]=403.32026.05 | 92.1 | — | — | 80.4 | — | |
| CGNetBackbone=VGG-162024.03 | 92.01 | — | — | — | — | |
| ChangeCLIPBackbone=CLIP2024.03 | 92.01 | — | — | — | — | |
| ChangeFlowvariant=10step, 1rep, FPS [img/s]=15.3 ±0.0, Param. [M]=403.32026.05 | 92 | — | — | 79.5 | — | |
| ChangeFlowvariant=1step, 5rep, FPS [img/s]=18.2 ±0.0, Param. [M]=403.32026.05 | 92 | — | — | 80.3 | — | |
| BANBackbone=ViT-L2024.03 | 91.96 | — | — | — | — | |
| P2V-CD2024.03 | 91.94 | — | — | — | — | |
| BANBackbone=InternImage-XL2024.03 | 91.94 | — | — | — | — | |
| SGSLN/2562024.03 | 91.93 | — | — | — | — | |
| RingMoBackbone=Swin-B2024.03 | 91.86 | — | — | — | — | |
| CEECNet2024.03 | 91.83 | — | — | — | — | |
| C2FNetBackbone=VGG-162024.03 | 91.83 | — | — | — | — | |
| ChangeMambatraining_setup=Supervised2026.02 | 91.8 | 92.4 | 91.2 | — | — | |
| ChMambaFPS [img/s]=14.4±0.0, Param. [M]=92.42026.05 | 91.8 | — | — | 74.9 | — | |
| HCGMNetBackbone=VGG-162024.03 | 91.77 | — | — | — | — | |
| DINOv3-LSInput Modality=RGB, Decoder=UPerNet2026.02 | 91.7 | — | — | — | — | |
| MTPtraining_setup=Supervised2026.02 | 91.7 | 92.8 | 90.7 | — | — | |
| MTPFPS [img/s]=31.2±0.0, Param. [M]=107.82026.05 | 91.7 | — | — | 76.5 | — | |
| DINOv3-BInput Modality=RGB, Decoder=UPerNet2026.02 | 91.6 | — | — | — | — | |
| SiamixFormerBackbone=MiT-B52024.03 | 91.58 | — | — | — | — | |
| Siam-NestedUNetBackbone=UNet++2024.03 | 91.5 | — | — | — | — | |
| ChangenBackbone=MiT-B12024.03 | 91.5 | — | — | — | — | |
| BTCFPS [img/s]=32.4±0.0, Param. [M]=120.12026.05 | 91.5 | — | — | 77.3 | — | |
| SAANBackbone=ResNet-182024.03 | 91.41 | — | — | — | — | |
| SatMAEtraining_setup=Supervised2026.02 | 91.4 | 92.6 | 90.2 | — | — | |
| DEODecoder=UPerNet2026.02 | 91.3 | — | — | — | — | |
| ChangeStarBackbone=ResNeXt-1012024.03 | 91.25 | — | — | — | — | |
| DeepCLBackbone=EfficientNet-b02024.03 | 91.11 | — | — | — | — | |
| TransUNetCDBackbone=ResNet-502024.03 | 91.11 | — | — | — | — | |
| DINOv2-BInput Modality=RGB, Decoder=UPerNet2026.02 | 91.1 | — | — | — | — | |
| HySCDGFPS [img/s]=41.0±0.1, Param. [M]=65.12026.05 | 91.1 | — | — | 71.9 | — | |
| GCD-DDPM2024.03 | 90.96 | — | — | — | — | |
| RSPBackbone=VITAEv2-S2024.03 | 90.93 | — | — | — | — | |
| DDPM-CDBackbone=UNet2024.03 | 90.91 | — | — | — | — | |
| CaCotraining_setup=Supervised2026.02 | 90.9 | 92 | 89.9 | — | — | |
| DDPM-CDFPS [img/s]=4.6±0.0, Param. [M]=437.52026.05 | 90.9 | — | — | 70 | — | |
| AERNetBackbone=ResNet-342024.03 | 90.78 | — | — | — | — | |
| Cop.-FMInput Modality=Multispectral, Decoder=UPerNet2026.02 | 90.7 | — | — | — | — | |
| WNetBackbone=ResNet-18 + DAT2024.03 | 90.67 | — | — | — | — | |
| ChangeFormerBackbone=MiT-B22024.03 | 90.4 | — | — | — | — | |
| RECMBackbone=ViT-S2024.03 | 90.39 | — | — | — | — | |
| MaskCDFPS [img/s]=6.5±0.0, Param. [M]=107.42026.05 | 90.3 | — | — | 71.4 | — | |
| HANet2024.03 | 90.28 | — | — | — | — | |
| SatDiFuserInput Modality=RGB, Decoder=UPerNet2026.02 | 90.2 | — | — | — | — | |
| SatDiFuserFPS [img/s]=1.8±0.0, Param. [M]=1413.62026.05 | 90.2 | — | — | 76.6 | — | |
| SeCoBackbone=ResNet-502024.03 | 90.14 | — | — | — | — | |
| RDPNet2024.03 | 90.1 | — | — | — | — | |
| LDGuidBackbone=BIT2026.05 | 90.07 | — | — | — | 83.19 | |
| CLNet2024.03 | 90 | — | — | — | — | |
| BITtraining_setup=Supervised2026.02 | 90 | 92 | 88.1 | — | — | |
| GFMInput Modality=RGB, Decoder=UPerNet2026.02 | 89.8 | — | — | — | — | |
| GFMtraining_setup=Supervised2026.02 | 89.8 | 90.8 | 88.8 | — | — | |
| GFMFPS [img/s]=44.9±0.1, Param. [M]=120.52026.05 | 89.8 | — | — | 75.7 | — | |
| TerraFMInput Modality=Multispectral, Decoder=UPerNet2026.02 | 89.5 | — | — | — | — | |
| ChFormertraining_setup=Supervised2026.02 | 89.5 | 91.7 | 87.3 | — | — | |
| BiFAtraining_setup=Supervised2026.02 | 89.5 | 90.9 | 88.1 | — | — | |
| ChFormerFPS [img/s]=36.2±0.0, Param. [M]=41.02026.05 | 89.5 | — | — | 69.1 | — | |
| BiFAFPS [img/s]=32.2±0.0, Param. [M]=9.92026.05 | 89.5 | — | — | 71.3 | — | |
| BITBackbone=ResNet-182024.03 | 89.31 | — | — | — | — | |
| SwinSUNettraining_setup=Supervised2026.02 | 89.3 | 86.9 | 91.7 | — | — | |
| SwinSUNetFPS [img/s]=33.1±0.1, Param. [M]=43.62026.05 | 89.3 | — | — | 73.6 | — | |
| CROMAInput Modality=Multispectral, Decoder=UPerNet2026.02 | 88.5 | — | — | — | — | |
| SNUNet2024.03 | 88.16 | — | — | — | — | |
| LDGuidBackbone=U-Net2026.05 | 87.55 | — | — | — | 77.91 | |
| BITVersion=Base2026.05 | 86.53 | — | — | — | 78.37 | |
| AERNetVersion=Base2026.05 | 85.17 | — | — | — | 74.22 | |
| LDGuidBackbone=AERNet2026.05 | 84.94 | — | — | — | 73.88 | |
| FCS-Difftraining_setup=Supervised2026.02 | 81.8 | 83 | 80.6 | — | — | |
| FC-Siam-DiffFPS [img/s]=170.1±0.0, Param. [M]=1.42026.05 | 81.8 | — | — | 61.5 | — | |
| GCD-DDPMFPS [img/s]=0.02±0.0, Param. [M]=131.92026.05 | 80.7 | — | — | 49.8 | — | |
| U-NetVersion=Base2026.05 | 79.83 | — | — | — | 66.5 | |
| FC-EF2024.03 | 62.32 | — | — | — | — |