Clinical Audio Diagnosis on Clinical Audio Diagnosis 14 respiratory and cardiac categories (test)
71.61AccuracyFSC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSCN-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 71.61 | 73.72 | 75.59 | |
| FSCN-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 68.34 | 70.76 | 73.14 | |
| Qwen2.5-Omni-7BN-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 63 | 66.45 | 67.96 | |
| Qwen2.5-Omni-7BN-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 62.07 | 65.35 | 67.03 | |
| FSCN-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 54.29 | 56.18 | 59.83 | |
| FSCN-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 51.78 | 52.47 | 55.68 | |
| PengiN-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 51.5 | 53.12 | 55.01 | |
| GamaN-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 51.33 | 52.45 | 53.26 | |
| PengiN-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 50.91 | 52.34 | 54.18 | |
| GamaN-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 50.4 | 51.34 | 52.76 | |
| Qwen2.5-Omni-7BN-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 48.2 | 51.7 | 55.41 | |
| Qwen2.5-Omni-7BN-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 44.9 | 49.76 | 52.94 | |
| Audio Flamingo 3N-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 44.5 | 29.01 | 25.42 | |
| Gemma3NN-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 44.03 | 47.96 | 50.66 | |
| Audio Flamingo 3N-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 41.6 | 30.04 | 24.02 | |
| GamaN-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 36.15 | 37.23 | 39.12 | |
| PengiN-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 35.43 | 36.39 | 36.85 | |
| GamaN-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 34 | 35.4 | 38.51 | |
| PengiN-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 32.68 | 33.45 | 33.32 | |
| Gemma3NN-way=3, K-shot=2, Episodes=1,000, Seeds=52026.06 | 32.3 | 36.68 | 40.56 | |
| Audio Flamingo 3N-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 30.1 | 18.32 | 11.42 | |
| Audio Flamingo 3N-way=2, K-shot=2, Episodes=1,000, Seeds=52026.06 | 29.4 | 30.4 | 25.74 | |
| Gemma3NN-way=2, K-shot=5, Episodes=1,000, Seeds=52026.06 | 26.7 | 30.27 | 30.35 | |
| Gemma3NN-way=3, K-shot=5, Episodes=1,000, Seeds=52026.06 | 23.6 | 28.02 | 30.39 |