Visual Question Answering on VQA v2 (Novel Compositional Test) benchmark leaderboard · SOTA2 Research

Visual Question Answering on VQA v2 (Novel Compositional Test)

44.96APHyLoVQA

Evaluation Results

Method	Links
HyLoVQA2026.05		44.96	—	—	—	—	—	—	—	—	—	—	2.62
MacVQA2026.01		42.53	24.35	28.09	67.05	69.65	30.06	48.41	54.05	29.43	47.21	17	3.6
QUAD2026.01		40	20.59	28.08	63.01	68.73	29.47	50.75	44.56	26.46	44.8	12.72	3.81
QUAD2026.05		40	—	—	—	—	—	—	—	—	—	—	3.81
CLT-VQA2026.05		38.46	—	—	—	—	—	—	—	—	—	—	3.51
ProtoGroup2026.05		36.9	—	—	—	—	—	—	—	—	—	—	4.06
ProtoGroup2026.01		36.81	20.33	27.89	62.22	68.64	29.23	50.45	44.27	26.14	44.42	12.34	4.09
VQACL2026.01		35.4	20.13	27.68	62.38	68.1	29.01	50.32	44.11	26.02	44.31	12.26	4.9
VQACL2026.05		35.4	—	—	—	—	—	—	—	—	—	—	4.9
ER2026.01		33.78	18.32	21.04	60.79	64.01	29.97	52.52	43.07	22.99	42.43	11.53	5.76
ER2026.05		33.78	—	—	—	—	—	—	—	—	—	—	5.76
VS2026.05		32.96	—	—	—	—	—	—	—	—	—	—	5.78
DER2026.01		31.52	14.17	13.45	62.5	64.78	30.58	50.81	39.94	18.85	42.49	12.17	8.59
DER2026.05		31.52	—	—	—	—	—	—	—	—	—	—	8.59
MAS2026.01		23.9	31.06	8.32	25.75	4.25	32.15	32.64	26.49	25	20.1	3	6.24
MAS2026.05		23.9	—	—	—	—	—	—	—	—	—	—	6.24
EWC2026.01		12.83	6.44	8.14	26.93	46.81	0.05	12.02	1.67	10.6	30.76	11.56	28.16
EWC2026.05		12.83	—	—	—	—	—	—	—	—	—	—	28.16
Vanilla2026.01		11.79	7.23	4.55	21.56	31.98	0.66	12.08	11.88	8.99	27.12	14.7	27.16
Vanilla2026.05		11.79	—	—	—	—	—	—	—	—	—	—	27.16