List your company
ResearchFormerly WizWand

Object Hallucination on COCO 512-token budget (test)

62.9Consistency ScoreVCD
41.16446.80752.4558.093Dec 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
VCDBackbone=mPLUG-owl2, Token Budget=5122025.1262.920.4
NucleusBackbone=InstructBLIP, Token Budget=5122025.1260.828.5
NucleusBackbone=mPLUG-owl2, Token Budget=5122025.1260.720
VCD+CG-VLMBackbone=mPLUG-owl2, Token Budget=5122025.1260.120.3
Nucleus+CG-VLMBackbone=mPLUG-owl2, Token Budget=5122025.1259.219.1
Nucleus+CG-VLMBackbone=InstructBLIP, Token Budget=5122025.1258.820.6
VCDBackbone=InstructBLIP, Token Budget=5122025.1258.719
BeamBackbone=mPLUG-owl2, Token Budget=5122025.1256.517.8
VCD+CG-VLMBackbone=InstructBLIP, Token Budget=5122025.125618.6
VCD+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1255.815.5
BeamBackbone=InstructBLIP, Token Budget=5122025.1255.415.9
Beam+CG-VLMBackbone=InstructBLIP, Token Budget=5122025.1255.112.9
OPERABackbone=mPLUG-owl2, Token Budget=5122025.125516.2
NucleusBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1254.216
VCDBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1253.915.9
Beam+CG-VLMBackbone=mPLUG-owl2, Token Budget=5122025.1253.117
OPERA+CG-VLMBackbone=mPLUG-owl2, Token Budget=5122025.1252.315.7
Nucleus+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1251.513.9
OPERABackbone=InstructBLIP, Token Budget=5122025.1248.813.3
BeamBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1248.714
OPERA+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1246.813.4
Beam+CG-VLMBackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1246.213.2
OPERABackbone=LLaVA-v1.5 (7B), Token Budget=5122025.1245.513.7
OPERA+CG-VLMBackbone=InstructBLIP, Token Budget=5122025.124218.5