Audio Classification on ESC50 (Base, New, H metrics)
98.43Base ScoreSubT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SubT2026.06 | 98.43 | 61.07 | 75.29 | |
| SubT†2026.06 | 98.43 | 63.07 | 76.77 | |
| CoCoOp2026.06 | 97.33 | 61.8 | 75.49 | |
| DePT2026.06 | 96.83 | 58.67 | 72.89 | |
| SEPT2026.06 | 96.17 | 65.4 | 77.77 | |
| CoOp2026.06 | 96.1 | 55.8 | 70.47 | |
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 95.5 | 65 | — | |
| COCOOPSetting=Few-Shot2026.06 | 95 | 63 | — | |
| COOPSetting=Few-Shot2026.06 | 94.5 | 54.5 | — | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | 94.5 | 61.5 | — | |
| CLIP-Adapter2026.06 | 85.53 | 64.73 | 73.38 | |
| Zero-shot2026.06 | 64.9 | 66.4 | 65.51 | |
| CoOplearning_mode=16-shot learning2026.01 | 61.97 | 11.83 | 19.46 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | 58.5 | 67 | — | |
| KgCoOp2026.06 | 49.47 | 28.53 | 35.88 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 48.77 | 14.63 | 22.39 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 46.47 | 15.77 | 23.39 | |
| KgCoOplearning_mode=16-shot learning2026.01 | 14.1 | 10.33 | 11.76 |