Audio Classification on NS-Instruments
70.78Base AccuracyCOOP + ZEBRA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 70.78 | 54.93 | — | |
| SubT2026.06 | 70.66 | 55.24 | 61.84 | |
| SubT†2026.06 | 70.66 | 59.57 | 64.5 | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 68.34 | 63.73 | — | |
| CoCoOp2026.06 | 67.61 | 55.75 | 58.99 | |
| COCOOPSetting=Few-Shot2026.06 | 66.67 | 68.57 | — | |
| DePT2026.06 | 66.09 | 65.18 | 65.46 | |
| COOPSetting=Few-Shot2026.06 | 65.79 | 39.22 | — | |
| SEPT2026.06 | 65.72 | 65.37 | 65.18 | |
| CoOp2026.06 | 64.46 | 60.58 | 61.85 | |
| CLIP-Adapter2026.06 | 54.22 | 66.47 | 59.53 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | 53.61 | 53.87 | — | |
| CoCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 52.15 | 29.96 | 37.95 | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 51.24 | 40.86 | 45.28 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 49.66 | 42.04 | 45.48 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 48.79 | 44.35 | 46.41 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 47.66 | 37.9 | 41.6 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 47.42 | 37.66 | 41.84 | |
| Zero-shot2026.06 | 46.24 | 67.39 | 54.84 | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 43.75 | 28.21 | 34.01 | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 43.33 | 37.78 | 40.29 | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 43.32 | 30.01 | 35.46 | |
| KgCoOp2026.06 | 41.34 | 46.13 | 42.3 | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 41.11 | 23.88 | 30.08 | |
| CoOplearning_mode=16-shot learning2026.01 | 41.11 | 23.88 | 30.08 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 39.8 | 39.27 | 39.11 | |
| KgCoOplearning_mode=16-shot learning2026.01 | 39.8 | 39.27 | 39.11 |