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ResearchFormerly WizWand

Object Hallucination on COCO 64-token budget (test)

0.328CSVCD
0.169920.210960.2520.29304Dec 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
VCDBackbone=InstructBLIP, Token Budget=642025.120.3280.12
VCD+CG-VLMBackbone=InstructBLIP, Token Budget=642025.120.310.112
NucleusBackbone=InstructBLIP, Token Budget=642025.120.2910.152
Nucleus+CG-VLMBackbone=InstructBLIP, Token Budget=642025.120.260.098
NucleusBackbone=mPLUG-owl2, Token Budget=642025.120.260.11
VCDBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.2460.079
Nucleus+CG-VLMBackbone=mPLUG-owl2, Token Budget=642025.120.2460.092
NucleusBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.2450.093
VCDBackbone=mPLUG-owl2, Token Budget=642025.120.2410.094
BeamBackbone=mPLUG-owl2, Token Budget=642025.120.2170.075
BeamBackbone=InstructBLIP, Token Budget=642025.120.2130.074
OPERABackbone=mPLUG-owl2, Token Budget=642025.120.2110.079
Beam+CG-VLMBackbone=mPLUG-owl2, Token Budget=642025.120.210.074
VCD+CG-VLMBackbone=mPLUG-owl2, Token Budget=642025.120.210.081
Beam+CG-VLMBackbone=InstructBLIP, Token Budget=642025.120.2080.062
VCD+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.2080.07
OPERABackbone=InstructBLIP, Token Budget=642025.120.2010.067
OPERA+CG-VLMBackbone=mPLUG-owl2, Token Budget=642025.120.1980.072
Nucleus+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.1960.065
BeamBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.1950.061
OPERABackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.1920.065
OPERA+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.1880.061
OPERA+CG-VLMBackbone=InstructBLIP, Token Budget=642025.120.1820.077
Beam+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=642025.120.1760.058