Object Hallucination Evaluation on A-OKVQA POPE (Random) benchmark leaderboard · SOTA2 Research

Object Hallucination Evaluation on A-OKVQA POPE (Random)

92.1AccuracySIRA

Evaluation Results

Method	Links
SIRA2026.05		92.1	—	—	91.93
MaskCD2026.05		90.55	—	—	90.6
CAI2026.06		90.07	—	—	89.91
CAI2026.06		89.87	—	—	89.73
VCD2026.06		89.77	—	—	89.5
HDD2025.12		89.5	—	—	89.4
HDD2025.12		89.5	—	—	89.6
ONLY2026.06		89.23	—	—	88.78
VCD2026.05		89.22	—	—	89.01
SIRA2026.05		89.13	—	—	89.52
OPERA2025.12		89	—	—	89.4
HALC2025.12		89	—	—	88.2
ICT2026.05		89	—	—	88.71
CAI2026.06		89	—	—	89.03
ICT2026.05		88.96	—	—	87.9
CoFi-Dec2025.12		88.94	85.32	—	89.21
CoFi-Dec2025.12		88.67	83.63	—	89.38
CMPC2025.01		88.53	90.19	86.47	88.29
SID2026.05		88.49	—	—	87.93
HALC2025.12		88.4	—	—	87.7
HDD2025.12		88.4	—	—	88.5
CoFi-Dec2025.12		88.33	91.46	—	88.31
Beam2025.12		88.3	—	—	88.4
HALC2025.12		88.2	—	—	87.4
OPERA2026.05		88.19	—	—	88.43
M3ID2025.12		88.13	92.06	—	87.55
OPERA2026.05		88.03	—	—	87
DeGF2025.12		87.9	89.16	—	87.58
VCD2025.12		87.87	90.06	—	87.53
RITUAL2025.12		87.73	92.49	—	87.01
VCD2025.12		87.6	—	—	87.7
MaskCD2026.05		87.45	—	—	87.55
DeGF2025.12		87.4	84.67	—	88.02
VCD2025.12		87.4	—	—	88
DoLa2026.05		87.4	—	—	86.46
VCD2025.12		87.2	—	—	88.2
RITUAL2025.12		87.13	83.92	—	87.71
CMPC2025.01		87.03	88.71	84.87	86.75
PAI2026.06		87.03	—	—	85.8
Beam2025.12		86.6	—	—	85.3
Regular2026.06		86.53	—	—	85.19
SID2026.05		86.47	—	—	86.52
Base2026.05		86.4	—	—	85.07
Beam2025.12		86.3	—	—	87.4
OPERA2025.12		86.3	—	—	87.2
Regular2025.12		86.27	90.66	—	85.48
ICD2025.01		86.2	91.07	80.27	85.33
DeGF2025.12		86.17	80.84	—	87.27
VCD2026.05		86.15	—	—	86.34
VCD2025.01		86.15	85.18	87.53	86.34
ONLY2026.06		86.03	—	—	86.93
ICD2025.01		85.82	83.8	88.94	86.29
OPERA2025.12		85.7	—	—	86.9
ONLY2026.06		85.67	—	—	86.7
M3ID2025.12		85.43	81.77	—	86.23
VCD2026.06		85.27	—	—	85.72
RITUAL2025.12		85.17	79.79	—	86.4
M3ID2025.12		84.67	79.25	—	85.97
VCD2025.12		84.2	80.9	—	85
VCD2025.12		83.83	78.05	—	85.34
VCD2025.01		83.69	81.84	86.61	84.56
Base2026.05		83.45	—	—	82.56
Baseline2025.01		83.45	87.24	78.36	82.56
PAI2026.06		83.33	—	—	84.85
DoLa2026.05		83.23	—	—	84.83
PAI2026.06		83.1	—	—	84.46
VCD2026.06		82.17	—	—	84.14
Regular2026.06		82.07	—	—	83.31
Regular2025.12		81.9	76.63	—	83.53
Regular2026.06		81.53	—	—	82.86
Baseline2025.01		80.91	77.97	86.16	81.86
Regular2025.12		80.63	76.82	—	81.92
VCD2026.01		61.83	63.13	55.6	59.13
SDCD2026.01		61.8	63.27	56.27	59.56
Regular Decoding2026.01		60.87	62.79	53.33	57.68