Audio Classification on RAVDESS benchmark leaderboard · SOTA2 Research

Audio Classification on RAVDESS

72.85Base AccuracySubT

Evaluation Results

Method	Links
SubT2026.06		72.85	42.29	53.44
SubT†2026.06		72.85	42.88	53.92
CoCoOp2026.06		68.31	40.23	50.63
CoOp2026.06		63.89	35.1	45.3
CoCoOp + SEPT2026.01		63.55	37.57	46.77
DePT2026.06		61.87	29.37	39.41
COCOOP2026.06		60.53	40.68	—
COCOOP + ZEBRA2026.06		60.09	43.73	—
COOP + ZEBRA2026.06		59.65	42.97	—
COOP2026.06		59.21	32.7	—
SEPT2026.06		57.45	34.8	43.19
CoCoOp2026.01		56.82	26.87	36.39
CLIP-Adapter2026.06		56.19	37.74	44.86
CoOp + SEPT2026.01		54.55	33.92	41.39
DePT + SEPT2026.01		52.9	29.07	37.49
DePT2026.01		52.65	32.01	39.28
Zero-shot2026.06		52.65	40.09	45.52
CoOp2026.01		51.01	27.75	35.88
CoOp2026.01		51.01	27.75	35.88
KgCoOp2026.06		47.85	28.05	34.63
KgCoOp†2026.01		46.09	34.21	39.25
KgCoOp + SEPT2026.01		45.58	32.31	37.79
KgCoOp† + SEPT2026.01		43.56	34.65	38.21
KgCoOp2026.01		27.53	27.46	27.42
KgCoOp2026.01		27.53	27.46	27.42
Pengi2026.01		25.38	32.16	28.37
ZERO SHOT2026.06		23.25	38.78	—