Audio Classification on GT-Music-Genre
91.09Base AccuracySubT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SubT2026.06 | 91.09 | 52.19 | 66.33 | |
| SubT†2026.06 | 91.09 | 54.21 | 67.95 | |
| CoCoOp2026.06 | 90.43 | 39.73 | 54.36 | |
| SEPT2026.06 | 89.77 | 53.54 | 66.23 | |
| CoOp2026.06 | 89.44 | 33.67 | 48.47 | |
| DePT2026.06 | 88.45 | 42.42 | 57.23 | |
| COCOOPSetting=Few-Shot2026.06 | 83.33 | 45.92 | — | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 83.33 | 37.76 | — | |
| CLIP-Adapter2026.06 | 78.22 | 54.21 | 64 | |
| COOPSetting=Few-Shot2026.06 | 76.47 | 53.06 | — | |
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 74.51 | 52.04 | — | |
| Zero-shot2026.06 | 68.32 | 48.15 | 56.47 | |
| KgCoOp2026.06 | 63.37 | 41.75 | 50.24 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 60.73 | 24.24 | 32.68 | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 57.76 | 20.54 | 29.76 | |
| CoOplearning_mode=16-shot learning2026.01 | 57.76 | 20.54 | 29.76 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | 56.86 | 36.73 | — | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 56.11 | 23.23 | 32.15 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 55.78 | 23.91 | 33.13 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 50.83 | 19.53 | 28.18 | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 50.17 | 22.9 | 31.08 | |
| CoCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 49.8 | 46.32 | 47.99 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 49.5 | 21.89 | 30.04 | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 42.9 | 20.88 | 28.08 | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 35.64 | 15.15 | 21.26 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 27.39 | 15.82 | 19.77 | |
| KgCoOplearning_mode=16-shot learning2026.01 | 27.39 | 15.82 | 19.77 |