Object Hallucination Evaluation on A-OKVQA POPE (Popular)

90.3AccuracySECOND

Evaluation Results

Method
SECOND2025.06	90.3	—	90.5	90.4
SECOND2025.06	89.9	—	87.6	89.6
SECOND2025.06	89.9	—	92.5	90.7
SIRA2026.05	89.67	—	—	89.7
VCD2026.06	89.53	—	—	89.34
CAI2026.06	89.53	—	—	89.43
baseline2025.06	89.3	—	85.6	88.9
SECOND2025.06	89.3	—	85.4	89.1
baseline2025.06	89.1	—	86.7	88.8
MaskCD2026.05	89.05	—	—	89.15
VCD2025.06	89	—	86.7	88.7
ONLY2026.06	88.83	—	—	88.46
baseline2025.06	88.7	—	88.2	88.7
SECOND2025.06	88.7	—	83.8	88.1
SECOND2025.06	88.4	—	86.8	88.2
VCD2025.06	88.2	—	88	88.3
VCD2025.06	88	—	88.3	88.1
OPERA2026.05	87.91	—	—	87.13
VCD2026.05	87.85	—	—	87.81
CoFi-Dec2025.12	87.71	90.96	—	87.26
SID2026.05	87.62	—	—	87.41
DoLa2026.05	87.53	—	—	86.06
ICT2026.05	87.43	—	—	86.39
PAI2026.06	87.37	—	—	86.17
HDD2025.12	86.8	—	—	87.2
M3ID2025.12	86.5	89.59	—	85.95
DeGF2025.12	86.47	90.74	—	86.52
RITUAL2025.12	86.36	88.73	—	86.2
SECOND2025.06	86.3	—	87.7	86.5
VCD2025.12	86.23	87.3	—	86.03
Regular2026.06	86	—	—	84.78
HALC2025.12	85.9	—	—	84.7
Base2026.05	85.77	—	—	84.49
CMPC2025.01	85.73	86.66	84.47	85.55
SECOND2025.06	85.6	—	80.1	84.8
HDD2025.12	85	—	—	85.1
CAI2026.06	84.87	—	—	85.4
VCD2025.12	84.8	—	—	86.7
HALC2025.12	84.7	—	—	84.3
Regular2025.12	84.6	87.99	—	83.88
CAI2026.06	84.6	—	—	85.23
Beam2025.12	84.5	—	—	83.3
OPERA2025.12	84.3	—	—	85
baseline2025.06	84	—	77	82.8
SIRA2026.05	83.77	—	—	84.73
ICT2026.05	83.4	—	—	84.45
OPERA2026.05	83.22	—	—	84.15
MaskCD2026.05	83.05	—	—	83.75
ICD2025.01	82.63	84.25	80.27	82.21
CMPC2025.01	82.6	80.64	85.8	83.14
SID2026.05	82.48	—	—	83.2
VCD2025.06	82.1	—	79.1	81.6
VCD2026.05	81.85	—	—	82.82
VCD2025.01	81.85	78.6	87.53	82.82
ICD2025.01	81.64	78.5	88.77	83.32
HDD2025.12	81.6	—	—	82.9
HALC2025.12	81.4	—	—	80.8
Beam2025.12	81	—	—	82.2
VCD2025.12	80.8	—	—	81.9
CoFi-Dec2025.12	80.79	76.29	—	83.76
DeGF2025.12	80.47	75.61	—	82.35
CoFi-Dec2025.12	80.11	72.64	—	82.36
OPERA2025.12	79.9	—	—	82.5
Base2026.05	79.9	—	—	79.59
Baseline2025.01	79.9	80.85	78.36	79.59
VCD2025.01	79.78	76	87.05	81.15
VCD2025.12	79.5	—	—	82.6
OPERA2025.12	79.5	—	—	81.8
ONLY2026.06	79.4	—	—	81.86
DeGF2025.12	79.07	72.11	—	81.09
VCD2026.06	78.97	—	—	80.76
RITUAL2025.12	78.83	71.99	—	81.68
M3ID2025.12	78.8	73.38	—	81
RITUAL2025.12	78.73	72.83	—	81.17
Beam2025.12	78.7	—	—	81.7
VCD2025.12	78.63	73.53	—	80.72
M3ID2025.12	77.8	70.98	—	80.91
VCD2026.06	77.2	—	—	80.54
ONLY2026.06	76.73	—	—	80.07
VCD2025.12	76.63	69.59	—	80.19
DoLa2026.05	76.47	—	—	79.86
PAI2026.06	76.47	—	—	79.61
PAI2026.06	76.37	—	—	79.79
Baseline2025.01	76.19	72.16	85.28	78.17
Regular2026.06	75.3	—	—	78.99
Regular2025.12	75.17	70.15	—	77.91
Regular2025.12	75.07	68.58	—	78.77
Regular2026.06	74.8	—	—	77.98
VCD2026.01	61.1	61.9	56.93	59.22
Regular Decoding2026.01	60.4	62.06	53.53	57.48
SDCD2026.01	60.13	60.86	56.8	58.76