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 + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 63.55 | 37.57 | 46.77 | |
| DePT2026.06 | 61.87 | 29.37 | 39.41 | |
| COCOOPSetting=Few-Shot2026.06 | 60.53 | 40.68 | — | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 60.09 | 43.73 | — | |
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 59.65 | 42.97 | — | |
| COOPSetting=Few-Shot2026.06 | 59.21 | 32.7 | — | |
| SEPT2026.06 | 57.45 | 34.8 | 43.19 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 56.82 | 26.87 | 36.39 | |
| CLIP-Adapter2026.06 | 56.19 | 37.74 | 44.86 | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 54.55 | 33.92 | 41.39 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 52.9 | 29.07 | 37.49 | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 52.65 | 32.01 | 39.28 | |
| Zero-shot2026.06 | 52.65 | 40.09 | 45.52 | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 51.01 | 27.75 | 35.88 | |
| CoOplearning_mode=16-shot learning2026.01 | 51.01 | 27.75 | 35.88 | |
| KgCoOp2026.06 | 47.85 | 28.05 | 34.63 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 46.09 | 34.21 | 39.25 | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 45.58 | 32.31 | 37.79 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 43.56 | 34.65 | 38.21 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 27.53 | 27.46 | 27.42 | |
| KgCoOplearning_mode=16-shot learning2026.01 | 27.53 | 27.46 | 27.42 | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 25.38 | 32.16 | 28.37 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | 23.25 | 38.78 | — |