Audio Classification on FSC-89 benchmark leaderboard · SOTA2 Research

Audio Classification on FSC-89

41.88Average Accuracy (AA)Stochastic Classifier

Evaluation Results

Method	Links
Stochastic Classifier2026.07		41.88	46.89	—	—	—	—	44.78	42.06	41.07	40.53	39.44	8.49
Ours2026.06		41.74	43.88	41.92	41.27	40.79	40.85	—	—	—	—	—	—
AFMO2026.06		41.55	43.97	41.99	41.13	40.53	40.11	—	—	—	—	—	—
PAN2026.06		41.51	43.68	41.9	41	40.41	40.58	—	—	—	—	—	—
Ours2026.06		40.76	43.88	41.44	40.79	38.63	39.05	—	—	—	—	—	—
AFMO2026.06		40.45	43.97	41.21	40.42	38.33	38.3	—	—	—	—	—	—
PAN2026.06		40.41	43.68	40.96	40.31	38.03	39.06	—	—	—	—	—	—
CEC2026.06		40.4	42.57	40.89	40.03	39.16	39.34	—	—	—	—	—	—
AMFO2026.07		39.19	43.97	—	—	—	—	41.22	39.46	38.42	38.04	37.16	7.93
CEC2026.06		38.89	42.57	39.49	38.82	36.58	36.98	—	—	—	—	—	—
PAN2026.07		37.91	42.92	—	—	—	—	40.01	37.84	37.27	36.73	35.88	8.21
CEC2026.07		36.65	42.16	—	—	—	—	39.84	36.88	35.63	34.94	34.15	9.2
FACT2026.07		35.63	43.14	—	—	—	—	39.76	36.41	34.85	33.3	31.32	12.48
ARP2026.07		35.46	42.04	—	—	—	—	39.95	37.01	34.68	32.97	31.45	11.95
LDC2026.07		33.33	38.85	—	—	—	—	36.31	34.41	32.8	31.54	30.48	9.94
DSN2026.07		32.83	38.99	—	—	—	—	36.57	34.01	32.49	30.68	29.16	11.08
DFSL2026.07		32.46	42.36	—	—	—	—	35.23	32.72	31.21	29.79	28.51	14.96
CLOM2026.07		32.07	37.61	—	—	—	—	35.06	32.99	31.44	30.23	29.13	9.57
Ours2026.06		30.15	—	35.83	33.88	24.71	26.19	—	—	—	—	—	—
AFMO2026.06		27.94	—	32.1	30.15	24.13	25.36	—	—	—	—	—	—
PAN2026.06		27.81	—	29.97	30.38	22.7	28.19	—	—	—	—	—	—
iCaRL2026.07		27.68	42.48	—	—	—	—	32.4	30.25	25.99	23.42	19.78	23.04
Finetune-C2026.07		27.32	42.28	—	—	—	—	32.12	30.01	25.72	22.2	21.02	24.39
Finetune-M2026.07		26.61	42.28	—	—	—	—	31.67	29.11	24.63	21.74	20.17	25.58
CEC2026.06		21.09	—	22.96	21.35	19.93	20.13	—	—	—	—	—	—