Bioacoustic Classification on BirdSet
0.908AUROCPerch 2.0 - Random
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Perch 2.0 - RandomEvaluation protocol=Pre-trained classification head2026.02 | 0.908 | 0.431 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Perch 2.0 - Peak-selectEvaluation protocol=Pre-trained classification head2026.02 | 0.907 | 0.43 | 61.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Audio ProtoPNet-5Evaluation protocol=Pre-trained classification head2026.02 | 0.896 | 0.423 | 62.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BirdMAE-LEvaluation protocol=Full fine-tuning2026.02 | 0.886 | 0.44 | 60.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BirdMAE-LEvaluation protocol=Prototypical probe2026.02 | 0.886 | 0.409 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Audio-only (pθ(y | x))Evaluation protocol=Full fine-tuning2026.02 | 0.833 | 0.261 | 63.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FINCHEvaluation protocol=Full fine-tuning2026.02 | 0.832 | 0.26 | 63.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Prior-only (pψ(y | s))Evaluation protocol=Linear probe2026.02 | 0.466 | 0.027 | 46.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Audio ProtoPNet-52026.02 | — | — | — | 0.79 | 0.3 | 59 | 0.93 | 0.38 | 52 | 0.87 | 0.31 | 49 | 0.97 | 0.42 | 66 | |
| BirdMAE-L2026.02 | — | — | — | 0.82 | 0.35 | 60 | 0.91 | 0.41 | 52 | 0.82 | 0.3 | 42 | 0.93 | 0.41 | 70 | |
| BirdMAE-L (PP)2026.02 | — | — | — | 0.82 | 0.31 | 59 | 0.93 | 0.38 | 47 | 0.83 | 0.3 | 36 | 0.94 | 0.38 | 62 | |
| FINCHtraining_regime=LP2026.02 | — | — | — | 0.824 | 0.232 | 42.9 | 0.936 | 0.245 | 67.9 | 0.927 | 0.536 | 74.7 | 0.642 | 0.025 | 68.8 | |
| Perch 2.0 – Peak-selecttraining_regime=LP2026.02 | — | — | — | 0.802 | 0.255 | 52.8 | 0.948 | 0.382 | 50.4 | 0.901 | 0.375 | 46.2 | 0.974 | 0.455 | 78.2 | |
| Perch 2.0 – Randomtraining_regime=LP2026.02 | — | — | — | 0.786 | 0.232 | 53.5 | 0.953 | 0.403 | 56.2 | 0.912 | 0.38 | 59.5 | 0.973 | 0.469 | 78.9 |