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ResearchFormerly WizWand

Instrument Classification on Beijing Opera

98.74AccuracyPALM
23.516843.045962.57582.1041May 19, 2023Nov 22, 2023May 28, 2024Dec 1, 2024Jun 7, 2025Dec 11, 2025Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PALMShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0698.74
CoCoOp + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0698.6
PALM + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0698.59
CoCoOpShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0698.17
PALM + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0697.89
CoCoOp + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0697.88
CoOp + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0696.91
CoOp + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0696.75
CoOpShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.0696.18
Pengi2023.0562.29
SubTEvaluation Role=Target2026.0637.03
SubT†Evaluation Role=Target2026.0636.61
CoCoOpEvaluation Role=Target2026.0634.74
KgCoOpEvaluation Role=Target2026.0631.5
DePTEvaluation Role=Target2026.0629.81
CLAP2023.0529.63
Zero-shotEvaluation Role=Target2026.0628.81
SEPTEvaluation Role=Target2026.0627.54
CLIP-AdapterEvaluation Role=Target2026.0627.54
CoOpEvaluation Role=Target2026.0626.41