Audio Classification on SESA
96.48Harmonic Mean (H)SubT†
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SubT†2026.06 | 96.48 | — | 96.57 | 96.4 | |
| CLIP-Adapter2026.06 | 95.97 | — | 95.59 | 96.4 | |
| DePT2026.06 | 95.05 | — | 96.57 | 93.69 | |
| SubT2026.06 | 94.16 | — | 96.57 | 91.89 | |
| CoCoOp2026.06 | 89.47 | — | 93.14 | 86.49 | |
| Zero-shot2026.06 | 89.2 | — | 82.35 | 97.3 | |
| CoCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 87.42 | 88.73 | — | — | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 85.72 | 80.39 | — | — | |
| SEPT2026.06 | 84.95 | — | 93.14 | 79.28 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 84.9 | 87.25 | — | — | |
| KgCoOp2026.06 | 82.14 | — | 75 | 90.99 | |
| CoOp2026.06 | 81.92 | — | 93.63 | 73.87 | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 81.48 | 75 | — | — | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 81.23 | 79.9 | — | — | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 81.22 | 78.92 | — | — | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 79.33 | 85.78 | — | — | |
| CoOplearning_mode=16-shot learning2026.01 | 79.33 | — | 85.78 | 74.77 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | 78.74 | — | 79.41 | 78.38 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 78.68 | 85.78 | — | — | |
| KgCoOp†learning_mode=16-shot learning2026.01 | 77.94 | — | 78.43 | 77.48 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | 72.37 | 68.14 | — | — | |
| KgCoOplearning_mode=16-shot learning2026.01 | 72.37 | — | 68.14 | 79.28 | |
| Average text embeddingensemble_type=standard2026.01 | — | 66.6 | — | — | |
| Average text embeddingweighting=entropy-weighting2026.01 | — | 66.6 | — | — | |
| Average text embeddingpruning=true2026.01 | — | 67.1 | — | — | |
| Dataset βsetting=common weighting vector, NS=size of dataset2026.01 | — | 66.8 | — | — | |
| Dataset β with pruningsetting=common weighting vector, pruning=true2026.01 | — | 66.8 | — | — | |
| Majority votingensemble_type=standard2026.01 | — | 66.4 | — | — | |
| Majority votingweighting=entropy-weighting2026.01 | — | 66.6 | — | — | |
| Majority votingpruning=true2026.01 | — | 67.1 | — | — | |
| Single-sample βsetting=per-sample weighting, NS=12026.01 | — | 67.2 | — | — | |
| Zero-Shot Predictiontemplate=This is a sound of {class}2026.01 | — | 66.7 | — | — |