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Object Hallucination Evaluation on CHAIR

57CS Score

Dola

Updated 3d ago

Evaluation Results

Method	Links
Dola 2026.01		57	15.2	78.2	-	-	97.5
ICD 2026.02		56.2	16.3	16.3	-	-	-
ICD 2026.01		56.2	16.3	16.31	36.25	25.96	-
Baseline 2026.01		53	14	81	33.5	73.04	-
Vissink 2026.01		52.4	14.5	79.1	-	-	103
Original 2026.02		51	15.2	75.2	-	-	-
VCD 2026.02		51	14.9	77.2	-	-	-
Beam Search 2026.01		51	15.2	75.2	-	-	102.2
VCD 2026.01		51	14.9	77.2	-	-	101.9
HALC 2026.01		50.2	12.4	78.4	-	-	97.2
ONLY 2026.01		49.8	14.3	75.9	-	-	99.7
VCD 2026.01		48.7	14.9	77.32	31.8	72.47	-
OPERA 2026.01		47.8	14.6	76.8	31.2	72.58	-
GA-w/o 2026.01		47.8	12.7	80.1	30.25	74.6	-
OPERA 2026.02		47	14.6	78.5	-	-	-
OPERA 2026.01		47	14.6	78.5	-	-	95.3
MemVR 2026.01		46.6	13	80.8	29.8	75.13	-
MemVR 2026.01		46.6	13	80.8	-	-	99.6
DOPRA 2026.01		46.3	13.8	78.2	-	-	96.1
RITUAL 2026.01		45.2	13.2	78.3	-	-	99.2
SID 2026.01		44.2	12.2	73	-	-	99.4
AGLA 2026.02		43	14.1	78.9	-	-	-
CCA-LLaVA 2026.01		43	11.5	80.4	-	-	96.6
AGLA 2026.01		43	14.1	78.9	-	-	98.8
SAGE 2026.02		42.3	12.7	81.8	-	-	-
Farsight 2026.01		41.6	13.2	75.5	-	-	100.6
TAME 2026.01		41.3	12.2	74.4	-	-	98.8
Base 2025.12		40	7.2	-	-	-	-
VCD 2025.12		38.6	10.1	-	-	-	-
LocoRE 2026.01		38.4	11.2	75.4	-	-	98.2
DeCO 2025.12		38.4	11.7	-	-	-	-
EAH 2026.01		36.4	9.9	74.9	-	-	97.7
Devils 2025.12		36	9.8	-	-	-	-
SGRS + LocoRE 2026.01		35.6	8.2	75.4	-	-	98.2
DeCO 2025.12		35.6	11	-	-	-	-
VCD 2025.12		35.4	9.7	-	-	-	-
Reverse-VLM 2026.01		35.3	9.3	75.2	-	-	70.4
Base 2025.12		34.2	9	-	-	-	-
VISTA 2025.12		33.4	8.3	-	-	-	-
VTI 2025.12		32.8	5.4	-	-	-	-
Base 2025.12		31.2	7.9	-	-	-	-
VTI 2025.12		29.4	5.8	-	-	-	-
OSGA 2026.01		28.8	7.7	77.3	18.25	79.46	-
SAVE 2025.12		28	7	-	-	-	-
VISTA 2025.12		26.8	11.3	-	-	-	-
SAVE 2025.12		21.4	5.4	-	-	-	-
Devils 2025.12		21.4	7	-	-	-	-
SAVE 2025.12		20.2	5.9	-	-	-	-
RLAIF-V 2026.01		18.1	4.7	59.2	11.4	71	-