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Object Hallucination Evaluation on MSCOCO (Random)

91.5AccuracyHDD
82.067284.516186.96589.4139Dec 22, 2025Jan 22, 2026Feb 23, 2026Mar 26, 2026Apr 27, 2026May 28, 2026Jun 29, 2026

Evaluation results

MethodLinks
HDDModel=LLaVA-NeXT, Base Decoding=Greedy2025.1291.591.3
MESAModel=LLaVA-v1.52026.0490.2790.2
HDDModel=LLaVA-1.5, Base Decoding=Greedy2025.1290.190
SIDModel=LLaVA-NeXT, Base Decoding=Greedy2025.129090
CAIBackbone=Qwen-VL2026.0689.989.49
VCDBackbone=Qwen-VL2026.0689.5989.18
CAIBackbone=InstructBLIP2026.0689.5589.35
SIDModel=LLaVA-1.5, Base Decoding=Greedy2025.1289.589.6
GreedyModel=LLaVA-NeXT, Base Decoding=Greedy2025.1289.388.8
CAIBackbone=LLaVA-1.52026.0689.2489.14
HDDModel=InstructBLIP, Base Decoding=Greedy2025.1289.288.7
NulluModel=LLaVA-v1.52026.0489.0388.52
ONLYBackbone=Qwen-VL2026.0688.9788.37
ICTModel=LLaVA-v1.52026.0488.9687.85
MESAModel=Qwen-VL2026.0488.8387.11
GreedyModel=LLaVA-1.5, Base Decoding=Greedy2025.1288.787.3
VCDModel=LLaVA-1.5, Base Decoding=Greedy2025.1288.788.3
VCDModel=Qwen-VL2026.0488.6387.81
ONLYBackbone=LLaVA-1.52026.0688.3888.41
NulluModel=Qwen-VL2026.0488.2686.13
ICTModel=Qwen-VL2026.0488.0686.55
VTIModel=Qwen-VL2026.0487.9786.79
VCDModel=LLaVA-NeXT, Base Decoding=Greedy2025.1287.887
VCDModel=LLaVA-v1.52026.0487.7387.16
VTIModel=LLaVA-v1.52026.0487.786.45
VAFModel=LLaVA-v1.52026.0487.3685.94
ONLYBackbone=InstructBLIP2026.0687.3287.77
VanillaModel=Qwen-VL2026.0487.2385.5
SIDModel=InstructBLIP, Base Decoding=Greedy2025.1287.287
GreedyModel=InstructBLIP, Base Decoding=Greedy2025.128786.3
VAFModel=Qwen-VL2026.0486.884.98
PAIBackbone=LLaVA-1.52026.0686.6787.26
VCDModel=InstructBLIP, Base Decoding=Greedy2025.1286.585.9
VCDBackbone=LLaVA-1.52026.0685.7486.7
PAIBackbone=Qwen-VL2026.0685.7484.2
VanillaModel=LLaVA-v1.52026.0485.5388.8
VCDBackbone=InstructBLIP2026.0685.5385.32
RegularBackbone=LLaVA-1.52026.0685.4686.07
PAIBackbone=InstructBLIP2026.0685.4383.6
ICDModel=LLaVA-v1.52026.0485.2383.52
RegularBackbone=Qwen-VL2026.0685.0983.46
RegularBackbone=InstructBLIP2026.0682.8283.56
ICDModel=Qwen-VL2026.0482.4378.89