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SOTA Object Hallucination Detection benchmarks and papers with code | Wizwand
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Object Hallucination Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MSCOCO
InsLen
AUROC
89.62
46
2mo ago
Objects365
InsLen
AUROC
77.44
40
2mo ago
POPE average over three sampling strategies
InsLen
AUROC
83.94
35
2mo ago
CLEVR
InsLen
AUROC
77.72
35
2mo ago
POPE popular
OPERA
F1 Score
86.59
27
26d ago
FOIL-COCO (test)
VC-Inspector-3B
Accuracy
99.6
25
3mo ago
Object Hall-Bench
LLaVA
Res Score
63
22
1mo ago
MME existence
R-CoV
Accuracy
98.33
20
3mo ago
nocaps FOIL (Out-Domain)
EXPERT
AP
89.1
17
2mo ago
nocaps-FOIL (Near-Domain)
EXPERT
AP
92.6
17
2mo ago
nocaps FOIL In-Domain
EXPERT
AP
88.8
17
2mo ago
nocaps-FOIL (Overall)
EXPERT
AP
91.1
17
2mo ago
POPE MS-COCO Overall
BRACS
Accuracy
86.83
12
1mo ago
POPE averaged across MS-COCO, A-OKVQA, and GQA (Adversarial)
VAF
Accuracy
0.807
12
4mo ago
POPE averaged across MS-COCO, A-OKVQA, and GQA (Popular)
VAF
Accuracy
85.2
12
4mo ago
POPE averaged across MS-COCO, A-OKVQA, and GQA (Random)
VAF
Accuracy
90.1
12
4mo ago
POPE
Qwen2-VL-7B
Accuracy
89.1
11
2mo ago
LLaVA-Bench
AvisC
CHAIRs
59.4
10
2mo ago
FOIL (test)
RefFLEUR
Accuracy
98.4
9
4mo ago
MSCOCO Average performance across VLMs (test)
Overthinking Score
AUC
87.33
8
4mo ago
MSCOCO Qwen3-VL 3 (test)
Overthinking Score
AUC
86.89
8
4mo ago
MSCOCO Gemma 3 (test)
Overthinking Score
AUC
85.59
8
4mo ago
MSCOCO LLaVA 1.5 (test)
Overthinking Score
AUC
89.73
8
4mo ago
AMBER out-of-distribution (OOD)
Overthinking Score
AUC
0.8611
8
4mo ago
POPE random
RSP
F1 Score
89.1
6
1mo ago
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