Lung function regression on OPERA (test)
0.848FVC MAE (Breath)OCE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OCEEvaluation Protocol=linear probing2025.12 | 0.848 | 0.834 | 0.132 | 0.761 | 0.83 | 0.136 | 2.525 | |
| AcuLaEvaluation Protocol=linear probing, Audio Foundation Model=OPERA, Language Model=MedGemma-4B, Input Segment Length=8-second, Sampling Rate=16kHz2025.12 | 0.865 | 0.742 | 0.127 | 0.779 | 0.725 | 0.123 | 2.388 | |
| OGTEvaluation Protocol=linear probing2025.12 | 0.892 | 0.825 | 0.128 | 0.878 | 0.774 | 0.13 | 2.416 | |
| CLAPEvaluation Protocol=linear probing2025.12 | 0.896 | 0.84 | 0.134 | 0.883 | 0.859 | 0.137 | 2.65 | |
| AudioMAEEvaluation Protocol=linear probing2025.12 | 0.9 | 0.821 | 0.129 | 0.883 | 0.876 | 0.131 | 2.641 | |
| VGGishEvaluation Protocol=linear probing2025.12 | 0.904 | 0.839 | 0.131 | 0.895 | 0.842 | 0.13 | 2.605 | |
| OCTEvaluation Protocol=linear probing2025.12 | 0.924 | 0.837 | 0.128 | 0.885 | 0.78 | 0.132 | 2.636 |