Material Segmentation on MCubeS (test)
53.11mIoUMMSFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| MMSFormerModalities=RGB-A-D-N2023.09 | 53.11 | |
| MemorySAMModalities=R-A-D-N, Backbone=Hiera-B+ w/ 1 LoRA, All_Modalities_Star=true2025.03 | 52.88 | |
| MemorySAMModalities=R-A-D, Backbone=Hiera-B+ w/ 1 LoRA2025.03 | 52.2 | |
| CMNeXtModal=RGB-A-D-N, Backbone=MiT-B22023.03 | 51.54 | |
| CMNeXtModalities=RGB-A-D-N2023.09 | 51.54 | |
| CBAMModalities=RGB-A-D-N2023.09 | 51.32 | |
| MemorySAMModalities=R-A, Backbone=Hiera-B+ w/ 1 LoRA2025.03 | 51.2 | |
| MLE-SAMModalities=R-A-D-N, Backbone=Hiera-B+ w/ 4 LoRA2025.03 | 51.02 | |
| MLE-SAMModalities=R-A-D, Backbone=Hiera-B+ w/ 4 LoRA2025.03 | 50.89 | |
| MLE-SAMModalities=R-A, Backbone=Hiera-B+ w/ 4 LoRA2025.03 | 50.61 | |
| CWSAMModalities=R-A-D-N, Backbone=ViT-B w/ Adapter2025.03 | 50.59 | |
| CWSAMModalities=R-A, Backbone=ViT-B w/ Adapter2025.03 | 49.78 | |
| CMNeXtModal=RGB-A-D, Backbone=MiT-B22023.03 | 49.48 | |
| SAM-LoRAModalities=R-A-D-N, Backbone=ViT-B w/ 1 LoRA2025.03 | 49.46 | |
| SAM-LoRAModalities=R-A-D, Backbone=ViT-B w/ 1 LoRA2025.03 | 49.35 | |
| SAM-LoRAModalities=R-A, Backbone=ViT-B w/ 1 LoRA2025.03 | 48.74 | |
| CMNeXtModal=RGB-A, Backbone=MiT-B22023.03 | 48.42 | |
| CWSAMModalities=R-A-D, Backbone=ViT-B w/ Adapter2025.03 | 48.27 | |
| CMNeXtModal=RGB, Backbone=MiT-B22023.03 | 48.16 | |
| MARSRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 48.08 | |
| MARSRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 48.08 | |
| MARSRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 47.77 | |
| MARSRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 47.76 | |
| MARSAggregation=Average2026.06 | 47.73 | |
| MARSRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 47.69 | |
| MARSRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 47.67 | |
| MARSRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 47.53 | |
| MARSRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 47.3 | |
| DMRNetRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 47.12 | |
| DMRNetRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 47.01 | |
| DMRNetRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 46.94 | |
| DMRNetRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 46.91 | |
| DMRNetAggregation=Average2026.06 | 46.83 | |
| DMRNetRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 46.82 | |
| DMRNetRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 46.72 | |
| DMRNetRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 46.7 | |
| DMRNetRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 46.47 | |
| Flex-MoERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 45.86 | |
| Flex-MoERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 45.59 | |
| Flex-MoERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 45.58 | |
| Flex-MoERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 45.54 | |
| Flex-MoEAggregation=Average2026.06 | 45.4 | |
| Flex-MoERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 45.29 | |
| Flex-MoERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 45.28 | |
| Flex-MoERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 45.15 | |
| Flex-MoERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 44.9 | |
| SimMLMRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 44.73 | |
| SimMLMRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 44.62 | |
| SimMLMRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 44.27 | |
| SimMLMRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 44.2 | |
| MoMKERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 43.76 | |
| SimMLMAggregation=Average2026.06 | 43.67 | |
| SimMLMRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 43.55 | |
| MoMKERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 43.26 | |
| MoMKERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 43.25 | |
| MCubeSNetModal=RGB-A-D-N2023.03 | 42.86 | |
| SimMLMRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 42.86 | |
| MoMKEAggregation=Average2026.06 | 42.73 | |
| DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 42.71 | |
| DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 42.69 | |
| DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.06 | 42.69 | |
| DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 42.61 | |
| DeepLab v3+Aggregation=Average2026.06 | 42.57 | |
| DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 42.49 | |
| DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.06 | 42.49 | |
| DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 42.47 | |
| MCubeSNetModalities=RGB-A-D-N2023.09 | 42.46 | |
| MoMKERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 42.41 | |
| DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.06 | 42.38 | |
| MoMKERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 42.38 | |
| SimMLMRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.06 | 42.24 | |
| SimMLMRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.06 | 42.2 | |
| MCubeSNetModal=RGB-A-D2023.03 | 42 | |
| MoMKERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.06 | 41.73 | |
| MoMKERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.06 | 41.5 | |
| MMTMModal=RGB-A-D-N2023.03 | 40.58 | |
| FuseNetModalities=RGB-A-D-N2023.09 | 40.58 | |
| MoMKERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.06 | 40.08 | |
| TMANetModal=RGB-A-D-N2023.03 | 39.71 | |
| MMTMModalities=RGB-A-D-N2023.09 | 39.71 | |
| MCubeSNetModal=RGB-A2023.03 | 39.1 | |
| CMNeXtModalities=R-A-D, Backbone=MiT-B02025.03 | 38.72 | |
| DeepLabv3+Modalities=RGB-A-D-N2023.09 | 38.13 | |
| TransFuserModal=RGB-A-D-N2023.03 | 37.66 | |
| TransFuserModalities=RGB-A-D-N2023.09 | 37.66 | |
| CMNeXtModalities=R-A, Backbone=MiT-B02025.03 | 37.21 | |
| DDFModal=RGB-A-D-N2023.03 | 36.16 | |
| DDFModalities=RGB-A-D-N2023.09 | 36.16 | |
| CMNeXtModalities=R-A-D-N, Backbone=MiT-B02025.03 | 36.16 | |
| DRConvModal=RGB-A-D-N2023.03 | 34.63 | |
| DRConvModalities=RGB-A-D-N2023.09 | 34.63 | |
| FuseNetModal=RGB-A-D-N2023.03 | 33.7 | |
| MCubeSNetModal=RGB2023.03 | 33.7 |