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ResearchFormerly WizWand

Material Segmentation on MCubeS (test)

53.11mIoUMMSFormer
32.923638.164343.40548.6457Mar 2, 2023Sep 20, 2023Apr 10, 2024Oct 29, 2024May 20, 2025Dec 8, 2025Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MMSFormerModalities=RGB-A-D-N2023.0953.11
MemorySAMModalities=R-A-D-N, Backbone=Hiera-B+ w/ 1 LoRA, All_Modalities_Star=true2025.0352.88
MemorySAMModalities=R-A-D, Backbone=Hiera-B+ w/ 1 LoRA2025.0352.2
CMNeXtModal=RGB-A-D-N, Backbone=MiT-B22023.0351.54
CMNeXtModalities=RGB-A-D-N2023.0951.54
CBAMModalities=RGB-A-D-N2023.0951.32
MemorySAMModalities=R-A, Backbone=Hiera-B+ w/ 1 LoRA2025.0351.2
MLE-SAMModalities=R-A-D-N, Backbone=Hiera-B+ w/ 4 LoRA2025.0351.02
MLE-SAMModalities=R-A-D, Backbone=Hiera-B+ w/ 4 LoRA2025.0350.89
MLE-SAMModalities=R-A, Backbone=Hiera-B+ w/ 4 LoRA2025.0350.61
CWSAMModalities=R-A-D-N, Backbone=ViT-B w/ Adapter2025.0350.59
CWSAMModalities=R-A, Backbone=ViT-B w/ Adapter2025.0349.78
CMNeXtModal=RGB-A-D, Backbone=MiT-B22023.0349.48
SAM-LoRAModalities=R-A-D-N, Backbone=ViT-B w/ 1 LoRA2025.0349.46
SAM-LoRAModalities=R-A-D, Backbone=ViT-B w/ 1 LoRA2025.0349.35
SAM-LoRAModalities=R-A, Backbone=ViT-B w/ 1 LoRA2025.0348.74
CMNeXtModal=RGB-A, Backbone=MiT-B22023.0348.42
CWSAMModalities=R-A-D, Backbone=ViT-B w/ Adapter2025.0348.27
CMNeXtModal=RGB, Backbone=MiT-B22023.0348.16
MARSRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0648.08
MARSRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0648.08
MARSRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0647.77
MARSRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0647.76
MARSAggregation=Average2026.0647.73
MARSRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0647.69
MARSRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0647.67
MARSRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0647.53
MARSRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0647.3
DMRNetRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0647.12
DMRNetRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0647.01
DMRNetRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0646.94
DMRNetRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0646.91
DMRNetAggregation=Average2026.0646.83
DMRNetRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0646.82
DMRNetRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0646.72
DMRNetRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0646.7
DMRNetRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0646.47
Flex-MoERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0645.86
Flex-MoERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0645.59
Flex-MoERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0645.58
Flex-MoERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0645.54
Flex-MoEAggregation=Average2026.0645.4
Flex-MoERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0645.29
Flex-MoERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0645.28
Flex-MoERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0645.15
Flex-MoERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0644.9
SimMLMRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0644.73
SimMLMRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0644.62
SimMLMRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0644.27
SimMLMRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0644.2
MoMKERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0643.76
SimMLMAggregation=Average2026.0643.67
SimMLMRGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0643.55
MoMKERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0643.26
MoMKERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0643.25
MCubeSNetModal=RGB-A-D-N2023.0342.86
SimMLMRGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0642.86
MoMKEAggregation=Average2026.0642.73
DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0642.71
DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0642.69
DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Presence2026.0642.69
DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0642.61
DeepLab v3+Aggregation=Average2026.0642.57
DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0642.49
DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Absence2026.0642.49
DeepLab v3+RGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0642.47
MCubeSNetModalities=RGB-A-D-N2023.0942.46
MoMKERGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0642.41
DeepLab v3+RGB=Presence, AoLP=Presence, DoLP=Absence, NIR=Absence2026.0642.38
MoMKERGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0642.38
SimMLMRGB=Presence, AoLP=Absence, DoLP=Presence, NIR=Presence2026.0642.24
SimMLMRGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Presence2026.0642.2
MCubeSNetModal=RGB-A-D2023.0342
MoMKERGB=Presence, AoLP=Presence, DoLP=Presence, NIR=Absence2026.0641.73
MoMKERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Absence2026.0641.5
MMTMModal=RGB-A-D-N2023.0340.58
FuseNetModalities=RGB-A-D-N2023.0940.58
MoMKERGB=Presence, AoLP=Absence, DoLP=Absence, NIR=Presence2026.0640.08
TMANetModal=RGB-A-D-N2023.0339.71
MMTMModalities=RGB-A-D-N2023.0939.71
MCubeSNetModal=RGB-A2023.0339.1
CMNeXtModalities=R-A-D, Backbone=MiT-B02025.0338.72
DeepLabv3+Modalities=RGB-A-D-N2023.0938.13
TransFuserModal=RGB-A-D-N2023.0337.66
TransFuserModalities=RGB-A-D-N2023.0937.66
CMNeXtModalities=R-A, Backbone=MiT-B02025.0337.21
DDFModal=RGB-A-D-N2023.0336.16
DDFModalities=RGB-A-D-N2023.0936.16
CMNeXtModalities=R-A-D-N, Backbone=MiT-B02025.0336.16
DRConvModal=RGB-A-D-N2023.0334.63
DRConvModalities=RGB-A-D-N2023.0934.63
FuseNetModal=RGB-A-D-N2023.0333.7
MCubeSNetModal=RGB2023.0333.7