Instrument Classification on Beijing Opera
98.74AccuracyPALM
Evaluation Results
| Method | Links | |
|---|---|---|
| PALMShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 98.74 | |
| CoCoOp + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 98.6 | |
| PALM + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 98.59 | |
| CoCoOpShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 98.17 | |
| PALM + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 97.89 | |
| CoCoOp + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 97.88 | |
| CoOp + ASPLShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 96.91 | |
| CoOp + ASPL*Shots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 96.75 | |
| CoOpShots=16, Audio Encoder=CLAP-HTSAT, Text Encoder=CLIP (PENGI)2026.06 | 96.18 | |
| Pengi2023.05 | 62.29 | |
| SubTEvaluation Role=Target2026.06 | 37.03 | |
| SubT†Evaluation Role=Target2026.06 | 36.61 | |
| CoCoOpEvaluation Role=Target2026.06 | 34.74 | |
| KgCoOpEvaluation Role=Target2026.06 | 31.5 | |
| DePTEvaluation Role=Target2026.06 | 29.81 | |
| CLAP2023.05 | 29.63 | |
| Zero-shotEvaluation Role=Target2026.06 | 28.81 | |
| SEPTEvaluation Role=Target2026.06 | 27.54 | |
| CLIP-AdapterEvaluation Role=Target2026.06 | 27.54 | |
| CoOpEvaluation Role=Target2026.06 | 26.41 |