Audio-Visual Question Answering on MUSIC-AVQA-R (test)

85.68Audio QA Count (Head)Q-TriM

Evaluation Results

Method
Q-TriM2026.07	85.68	76.12	55.22	63.54	—	86.26	57.91	89.45	78.95	—	72.29	81.97	81.43	44.21	66.27	61.35	61.35	56.67	43.94	48.26	—	70.89
AV-Master2025.10	84.9	72.61	70.67	49.22	—	83.48	57.4	87.39	79.33	—	75.55	78.41	80.18	35.28	55.39	77.41	47.76	70.8	46.49	69.99	—	71.19
MCCD2026.07	84.32	67.23	64.68	62.18	—	75.09	48.42	80.47	66.38	—	77.22	67.58	55.15	82.23	70.12	39.83	61.26	58.17	43.67	58.33	—	66.95
QA-TIGER2025.03	82.67	75.82	71.75	43.11	—	81.3	54.59	84.76	75.59	—	72.84	78.56	76.7	33.55	48.22	64.65	37.55	80.47	36.85	62.96	—	67.99
QA-TIGER2025.10	82.67	75.82	71.75	43.11	—	81.3	54.59	84.76	75.59	—	72.84	78.56	76.7	33.55	48.22	64.65	37.55	80.47	36.85	62.96	—	67.99
QA-Tiger2026.07	82.67	75.82	71.75	43.11	—	81.3	54.59	84.76	75.59	—	72.84	78.56	76.7	33.55	64.65	64.65	37.55	80.47	36.85	62.96	—	67.99
TSPM2025.03	81.65	71.8	67.66	49.56	—	78.29	47.56	80.58	73.18	—	69.15	82.79	77.09	38.64	42.24	57.37	52.07	68.86	39.23	49.36	—	66.3
TSPM2025.10	81.65	71.8	67.66	49.56	—	78.29	47.56	80.58	73.18	—	69.15	82.79	77.09	38.64	42.24	57.37	52.07	68.86	39.23	49.36	—	66.3
TSPM2026.07	81.65	71.8	67.66	49.56	—	78.29	47.56	58.8	73.18	—	69.15	82.79	77.09	38.64	42.24	57.37	52.07	68.86	39.23	49.36	—	66.3
MCAN2025.03	75.02	60.16	58.89	50.09	—	64.58	26.69	66.48	62.25	—	51.29	67.29	64.76	25.28	46.11	61.61	50.57	52.4	34.64	58.05	—	57.27
MCAN2025.10	75.02	60.16	58.89	50.09	—	64.58	26.69	66.48	62.25	—	51.29	67.29	64.76	25.28	46.11	61.61	50.57	52.4	34.64	58.05	—	57.27
MCAN2026.07	75.02	60.16	58.89	50.9	—	64.58	26.69	66.62	65.25	—	61.29	67.29	64.76	25.28	46.11	61.61	50.57	52.04	34.64	58.05	—	57.27
BILSTM2025.03	73.68	46.32	21.51	77.58	—	64.3	0	53.92	42.01	—	87.51	21.14	62.85	2.18	35.16	43.75	27.61	74.38	17.58	31.32	—	48.84
BiLSTM2026.07	73.68	46.32	21.51	77.58	—	64.3	0	53.92	42.01	—	87.51	21.14	62.85	2.18	35.16	43.75	27.61	74.38	17.58	31.32	—	48.84
FCNLSTM2025.03	66.23	36.48	64.78	51.24	—	61.75	5.31	54.86	51.06	—	64.76	78.52	62.69	7.23	46.66	57.3	43.13	71.67	37.02	30.78	—	54.12
FCNLSTM2025.10	66.23	36.48	64.78	51.24	—	61.75	5.31	54.86	51.06	—	64.76	78.52	62.69	7.23	46.66	57.3	43.13	71.67	37.02	30.78	—	54.12
FCNLSTM2026.07	66.23	36.48	64.78	51.24	—	61.75	5.31	54.86	51.06	—	64.76	78.52	62.69	7.23	46.66	57.3	43.13	71.67	37.02	30.78	—	54.12
HME2025.03	62.6	53.95	54.97	58.29	—	50.95	16.46	73.25	58.6	—	65.74	66.49	63.18	17.18	33.79	46.03	53.2	69.57	33.95	41.57	—	53.66
HME2025.10	62.6	53.95	54.97	58.29	—	50.95	16.46	73.25	58.6	—	65.74	66.49	63.18	17.18	33.79	46.03	53.2	69.57	33.95	41.57	—	53.66
HME2026.07	62.6	53.95	54.97	58.29	—	50.95	16.46	73.25	58.06	—	65.74	66.49	63.18	17.18	39.59	45.03	53.2	69.57	39.35	41.57	—	53.66
LAVISH2025.03	61.73	43.99	65.06	60.38	—	65.53	11.13	70.21	64.73	—	77.83	79.46	49.88	14.87	41.76	41.2	59.26	65.1	41.84	46.26	—	57.63
LAVISH2025.10	61.73	43.99	65.06	60.38	—	65.53	11.13	70.21	64.73	—	77.83	79.46	49.88	14.87	41.76	41.2	59.26	65.1	41.84	46.26	—	57.63
LAVISH2026.07	61.73	43.99	66	50.38	—	55.33	10.21	70.71	68.78	—	77.83	79.46	49.38	14.47	41.76	41.01	59.26	65.1	41.84	46.26	—	57.63
HCAttn2025.03	61.67	41.63	59.09	47.14	—	56.52	9.2	67.01	53.16	—	66.57	61.13	59.53	12.48	37.05	42.48	48.81	60.12	33.82	39.26	—	51.9
HCAttn2025.10	61.67	41.63	59.09	47.14	—	56.52	9.2	67.01	53.16	—	66.57	61.13	59.53	12.48	37.05	42.48	48.81	60.12	33.82	39.26	—	51.9
HCAttn2026.07	61.67	41.63	59.09	47.14	—	56.52	9.2	67.01	53.16	—	66.57	61.13	59.53	12.48	37.05	42.48	48.81	60.12	33.82	39.26	—	51.9
ST-AVQA2025.03	56.4	41.48	62.28	57.59	—	59.86	12.94	63.31	54	—	73.35	77.26	48.31	8.41	35.35	40.49	53.3	62.44	40.25	38.15	—	52.8
ST-AVQA2025.10	56.4	41.48	62.28	57.59	—	59.86	12.94	63.31	54	—	73.35	77.26	48.31	8.41	35.35	40.49	53.3	62.44	40.25	38.15	—	52.8
ST-AVQA2026.07	56.4	41.48	62.22	55.79	—	59.86	12.94	63.31	54	—	49.78	56.41	38.11	19.41	35.05	44.09	53.3	62.44	40.42	35.85	—	52.8
HCRN2025.03	55.53	53.31	47.17	32.44	—	41.87	23.55	39.4	51.27	—	41.81	65.45	54.58	19.57	36.62	42.72	33.33	36.87	40.47	44.13	—	43.92
HCRN2025.10	55.53	53.31	47.17	32.44	—	41.87	23.55	39.4	51.27	—	41.81	65.45	54.58	19.57	36.62	42.72	33.33	36.87	40.47	44.13	—	43.92
HCRN2026.07	55.53	53.31	47.17	32.44	—	41.87	23.55	39.4	51.27	—	41.81	65.45	54.58	19.57	36.62	42.72	33.33	36.87	40.47	44.13	—	43.92
AVSD2025.03	54	47.84	60.61	47.79	—	60.34	10.07	74.78	61.43	—	66.28	61.98	46.21	8.06	33	40.35	51.98	66	40.14	41.52	—	52.33
AVSD2025.10	54	47.84	60.61	47.79	—	60.34	10.07	74.78	61.43	—	66.28	61.98	46.21	8.06	33	40.35	51.98	66	40.14	41.52	—	52.33
AVSD2026.07	54	47.84	60.61	47.79	—	63.25	10.07	74.7	61.43	—	66.28	61.98	42.61	18.06	33	40.35	51.98	66	40.14	41.52	—	52.33
PSAC2025.03	53.01	56.68	57.41	48.12	—	49.55	26.43	72.96	60.69	—	50.56	55.54	56.7	19.58	41.98	52.3	38.13	58.92	26.68	46.24	—	50.45
PSAC2025.10	53.01	56.68	57.41	48.12	—	49.55	26.43	72.96	60.69	—	50.56	55.54	56.7	19.58	41.98	52.3	38.13	58.92	26.68	46.24	—	50.45
PSAC2026.07	53.01	56.68	57.41	48.12	—	49.55	26.43	72.96	60.69	—	50.56	55.54	56.7	19.58	41.98	52.3	38.13	58.92	26.68	46.24	—	50.45
Pano-AVQA2025.03	50.57	43.45	50.78	44.93	—	47.28	15.5	67.19	65.51	—	52.37	22.04	52.21	21.52	44.35	61.69	45.61	40.49	35	49.33	—	47.4
Pano-AVQA2025.10	50.57	43.45	50.78	44.93	—	47.28	15.5	67.19	65.51	—	52.37	22.04	52.21	21.52	44.35	61.69	45.61	40.49	35	49.33	—	47.4
Pano-AVQA2026.07	50.57	43.45	50.78	43.64	—	47.28	15.5	76.19	65.51	—	52.37	22.04	52.21	21.52	44.35	61.69	45.61	40.49	40.05	39.43	—	47.4