Multimodal Sentiment Analysis on MOSI benchmark leaderboard · SOTA2 Research

Multimodal Sentiment Analysis on MOSI

87AccuracyAlignMamba-2

Evaluation Results

Method	Links
AlignMamba-22026.03		87	87
AlignMamba-12026.03		86.9	86.9
EUAR2026.03		86.3	86.3
Sigma2026.03		86.3	86.3
MTMD2026.03		86	86
DMD2026.03		85.8	85.8
GeminiFusion2026.03		85.7	85.8
MDKAT2026.03		85.6	85.6
ConFEDE2026.03		85.5	85.5
HyCon2026.03		85.2	85.1
MMIM2026.03		85.1	85
Self-MM2026.03		84.8	84.9
TokenFusion2026.03		84.8	84.7
MEA2026.03		84.4	84.6
MulT2026.03		84.1	83.9
MISA2026.03		83.4	83.6
ICCN2026.03		83	83
Cobra2026.03		82.3	82.1
MPLMM2024.07		81.12	81.19
MPLMM2024.07		80.76	81.09
MPMM2024.07		80.74	80.93
MD2024.07		80.51	80.43
MMIN2024.07		80.5	80.33
MMIN2024.07		80.46	80.63
MCTN2024.07		80.45	80.65
MS2024.07		80.32	80.38
MPLMM2024.07		80.12	80.31
MMIN2024.07		80.1	80.16
MPMM2024.07		79.89	79.84
LB2024.07		79.86	79.96
MPMM2024.07		79.81	80.1
MCTN2024.07		79.63	79.78
MD2024.07		79.59	79.86
MD2024.07		79.36	80.01
MS2024.07		79.32	79.65
LB2024.07		79.27	79.22
MCTN2024.07		78.96	79.17
LB2024.07		78.67	79.25
MS2024.07		78.28	78.06
MPLMM2024.07		72.14	72.57
MMIN2024.07		70.84	71.22
MPMM2024.07		69.48	70.11
MCTN2024.07		66.9	68.32
MD2024.07		65.04	68.08
MPLMM2024.07		65.02	65.41
MS2024.07		64.64	67.8
LB2024.07		64.21	67.76
MMIN2024.07		63.79	64.08
MPLMM2024.07		63.12	63.74
MPLMM2024.07		62.71	63.65
MMIN2024.07		61.01	61.98
MPMM2024.07		60.54	61.33
BriMPR2025.11		59.9	74.9
READ2025.11		59.7	74.7
Tent2025.11		59.6	74.5
SuMi2025.11		59.4	74.2
MMIN2024.07		59.16	60.12
Source2025.11		59	73.6
MPMM2024.07		58.63	59.12
MPMM2024.07		57.26	59.35
MCTN2024.07		56.79	57.84
MCTN2024.07		54.27	56.33
MD2024.07		52.33	56.84
MCTN2024.07		51.32	56.12
MS2024.07		51.12	57.01
LB2024.07		50.07	57.12
MS2024.07		49.87	56.12
MD2024.07		49.66	55.6
MS2024.07		49.17	55.34
LB2024.07		49.09	55.2
MD2024.07		48.79	55.74
LB2024.07		48.32	55.81