Audio Classification on NS-Instruments benchmark leaderboard · SOTA2 Research

Audio Classification on NS-Instruments

70.78Base AccuracyCOOP + ZEBRA

Evaluation Results

Method	Links
COOP + ZEBRA2026.06		70.78	54.93	—
SubT2026.06		70.66	55.24	61.84
SubT†2026.06		70.66	59.57	64.5
COCOOP + ZEBRA2026.06		68.34	63.73	—
CoCoOp2026.06		67.61	55.75	58.99
COCOOP2026.06		66.67	68.57	—
DePT2026.06		66.09	65.18	65.46
COOP2026.06		65.79	39.22	—
SEPT2026.06		65.72	65.37	65.18
CoOp2026.06		64.46	60.58	61.85
CLIP-Adapter2026.06		54.22	66.47	59.53
ZERO SHOT2026.06		53.61	53.87	—
CoCoOp + SEPT2026.01		52.15	29.96	37.95
KgCoOp + SEPT2026.01		51.24	40.86	45.28
KgCoOp† + SEPT2026.01		49.66	42.04	45.48
KgCoOp†2026.01		48.79	44.35	46.41
DePT + SEPT2026.01		47.66	37.9	41.6
CoCoOp2026.01		47.42	37.66	41.84
Zero-shot2026.06		46.24	67.39	54.84
DePT2026.01		43.75	28.21	34.01
CoOp + SEPT2026.01		43.33	37.78	40.29
Pengi2026.01		43.32	30.01	35.46
KgCoOp2026.06		41.34	46.13	42.3
CoOp2026.01		41.11	23.88	30.08
CoOp2026.01		41.11	23.88	30.08
KgCoOp2026.01		39.8	39.27	39.11
KgCoOp2026.01		39.8	39.27	39.11