Bioacoustic Classification on BEANS
84Probe Accuracysl-BEATS-bio
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| sl-BEATS-bioStrategy=SL-SSL2025.08 | 84 | 81.1 | 59.4 | |
| sl-BEATS-allStrategy=SL-SSL2025.08 | 83.2 | 81.3 | 60.4 | |
| NatureBEATsStrategy=SL-SSL2025.08 | 80.4 | 77.4 | 56 | |
| EffNetB0-allStrategy=SL2025.08 | 80 | 80.9 | 58.4 | |
| sl-EAT-bioStrategy=SL-SSL2025.08 | 79.7 | 79.2 | 56.2 | |
| BirdNetStrategy=SL2025.08 | 79.6 | 77.2 | 52.3 | |
| sl-EAT-allStrategy=SL-SSL2025.08 | 78.8 | 79.1 | 53.6 | |
| EffNetB0-bioStrategy=SL2025.08 | 78.6 | 79.9 | 56.3 | |
| BEATS (pretrained)Strategy=SSL2025.08 | 77.4 | 73.4 | 54.2 | |
| PerchStrategy=SL2025.08 | 76.8 | 75.9 | 47.8 | |
| Bird-MAE-HugeStrategy=SSL2025.08 | 76.6 | 67.4 | 43.2 | |
| SurfPerchStrategy=SL2025.08 | 76 | 74.5 | 48.4 | |
| EAT-base (SFT)Strategy=SL-SSL2025.08 | 75.8 | 74.8 | 47.8 | |
| BEATS (SFT)Strategy=SSL2025.08 | 72.4 | 73.9 | 50.4 | |
| EAT-allStrategy=SSL2025.08 | 70.9 | 70.4 | 44.8 | |
| Bird-AVES-biox-baseStrategy=SSL2025.08 | 70.5 | 64.6 | 41 | |
| EAT-ASStrategy=SSL2025.08 | 70.4 | 71.4 | 47.3 | |
| EAT-bioStrategy=SSL2025.08 | 69.2 | 67.1 | 41 | |
| EAT-base (pretrained)Strategy=SSL2025.08 | 67.9 | 67.5 | 42.4 | |
| EffNetB0-AudioSetStrategy=SL2025.08 | 65.1 | 72.1 | 48.6 |