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ResearchFormerly WizWand

Open-Vocabulary Semantic Segmentation on ORAD-3D

28.89mIoUReSiReg Full
2.61969.439816.2623.0802Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ReSiReg FullBackbone=ViT-L, Base Model=RADIOv4 (SigLIP 2 Head), Param=475M, Method Variant=Full2026.0628.899.78
ReSiReg LiteBackbone=ViT-L, Base Model=RADIOv4 (SigLIP 2 Head), Param=475M, Method Variant=Lite2026.0628.89.69
ReSiReg LiteBackbone=ViT-S, Base Model=EUPE (Our Head), Param=25M, Method Variant=Lite2026.0625.936.08
ReSiReg FullBackbone=ViT-B, Base Model=RadSeg, Param=113M, Method Variant=Full2026.06252.83
ReSiReg FullBackbone=ViT-S, Base Model=EUPE (Our Head), Param=25M, Method Variant=Full2026.0624.454.6
ReSiReg LiteBackbone=ViT-B, Base Model=RadSeg, Param=113M, Method Variant=Lite2026.0624.212.04
Self-CalibrationBackbone=ViT-B, Base Model=RADIOv3 (CLIP Head), Param=113M, Method Variant=Calib2026.0623.36.11
Self-CalibrationBackbone=ViT-B, Base Model=RADIOv3 (SigLIP 2 Head), Param=113M, Method Variant=Calib2026.0622.936.13
ReSiReg LiteBackbone=ViT-B, Base Model=RADIOv3 (CLIP Head), Param=113M, Method Variant=Lite2026.0622.555.36
RadSegBackbone=ViT-B, Param=113M, Method Variant=BB2026.0622.17—
ReSiReg FullBackbone=ViT-B, Base Model=RADIOv3 (CLIP Head), Param=113M, Method Variant=Full2026.0622.054.68
ReSiReg FullBackbone=ViT-B, Base Model=RADIOv3 (SigLIP 2 Head), Param=113M, Method Variant=Full2026.0621.324.52
EUPE (Our Head)Backbone=ViT-S, Param=25M, Method Variant=BB2026.0619.85—
RADIOv4 (SigLIP 2 Head)Backbone=ViT-L, Param=475M, Method Variant=BB2026.0619.11—
ReSiReg LiteBackbone=ViT-B, Base Model=RADIOv3 (SigLIP 2 Head), Param=113M, Method Variant=Lite2026.0618.311.51
RADIOv3 (CLIP Head)Backbone=ViT-B, Param=113M, Method Variant=BB2026.0617.19—
RADIOv3 (SigLIP 2 Head)Backbone=ViT-B, Param=113M, Method Variant=BB2026.0616.8—
Self-CalibrationBackbone=ViT-B, Base Model=RadSeg, Param=113M, Method Variant=Calib2026.0616.02-6.15
TIPSv2Backbone=ViT-B, Param=86M, Method Variant=BB2026.0615.3—
Self-CalibrationBackbone=ViT-L, Base Model=dino.txt*, Param=330M, Method Variant=Calib2026.0614.011.64
TIPSv2Backbone=ViT-L, Param=304M, Method Variant=BB2026.0613.67—
OTAS*Backbone=ViT-B, Param=103M, Method Variant=BB, Input Resolution=Lower2026.0612.53—
ReSiReg FullBackbone=ViT-L, Base Model=dino.txt*, Param=330M, Method Variant=Full2026.0612.520.15
ReSiReg LiteBackbone=ViT-L, Base Model=dino.txt*, Param=330M, Method Variant=Lite2026.0612.440.07
dino.txt*Backbone=ViT-L, Param=330M, Method Variant=BB, Input Resolution=Lower2026.0612.37—
ReSiReg FullBackbone=ViT-B, Base Model=CLIP*, Param=86M, Method Variant=Full2026.0610.782.61
Self-CalibrationBackbone=ViT-B, Base Model=CLIP*, Param=86M, Method Variant=Calib2026.0610.562.39
ReSiReg LiteBackbone=ViT-B, Base Model=CLIP*, Param=86M, Method Variant=Lite2026.069.030.86
CLIP*Backbone=ViT-B, Param=86M, Method Variant=BB, Input Resolution=Lower2026.068.17—
Self-CalibrationBackbone=ViT-L, Base Model=CLIP*, Param=428M, Method Variant=Calib2026.067.84.17
ReSiReg FullBackbone=ViT-L, Base Model=CLIP*, Param=428M, Method Variant=Full2026.067.413.78
Self-CalibrationBackbone=ViT-S, Base Model=EUPE (Our Head), Param=25M, Method Variant=Calib2026.064.87-14.98
Self-CalibrationBackbone=ViT-L, Base Model=RADIOv4 (SigLIP 2 Head), Param=475M, Method Variant=Calib2026.064.79-14.32
ReSiReg LiteBackbone=ViT-L, Base Model=CLIP*, Param=428M, Method Variant=Lite2026.064.390.76
CLIP*Backbone=ViT-L, Param=428M, Method Variant=BB, Input Resolution=Lower2026.063.63—