Audio Classification on TUT 2017 (Base Accuracy, New Accuracy, H)
93.69Base AccuracySubT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SubT2026.06 | 93.69 | 41.63 | 57.62 | |
| SubT†2026.06 | 93.69 | 41.89 | 57.87 | |
| CoCoOp2026.06 | 91.25 | 32 | 47.18 | |
| SEPT2026.06 | 90.35 | 30.62 | 45.59 | |
| CoOp2026.06 | 89.98 | 32.81 | 47.87 | |
| DePT2026.06 | 89.71 | 32.15 | 47.21 | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 80.37 | 37.35 | — | |
| COCOOPSetting=Few-Shot2026.06 | 80.14 | 18.88 | — | |
| CLIP-Adapter2026.06 | 75.04 | 27.79 | 40.37 | |
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 71.69 | 31.53 | — | |
| COOPSetting=Few-Shot2026.06 | 67.81 | 15.86 | — | |
| CoCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 51.6 | 21.54 | 29.94 | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 49.12 | 23.67 | 31.75 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 49.01 | 20.55 | 28.61 | |
| Zero-shot2026.06 | 47.58 | 24.83 | 32.57 | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 47.55 | 21.14 | 29.05 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 46.05 | 23.25 | 30.7 | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 45.11 | 20.25 | 27.53 | |
| CoOplearning_mode=16-shot learning2026.01 | 45.11 | 20.25 | 27.53 | |
| KgCoOp2026.06 | 40.28 | 28 | 32.49 | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 38.48 | 18.94 | 25.3 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 34.2 | 17.06 | 22.5 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 33.62 | 16.11 | 21.5 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | 33.33 | 30.72 | — | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 20.52 | 18.65 | 19.53 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 15.83 | 15.9 | 15.1 | |
| KgCoOplearning_mode=16-shot learning2026.01 | 15.83 | 15.9 | 15.1 |