Bioacoustic Geolocation on iNatSounds (test)
15Median Error (km)Full checklist
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full checklistMethod Category=Species Oracle, Oracle / Species Input Mode=Full checklist2025.05 | 15 | 64 | 97.8 | 99.9 | 100 | |
| 50% CorruptedMethod Category=Species Oracle, Oracle / Species Input Mode=50% Corrupted2025.05 | 54 | 32.8 | 83.3 | 98.8 | 100 | |
| Keep random 10Method Category=Species Oracle, Oracle / Species Input Mode=Keep random 102025.05 | 325 | 10 | 37.6 | 76.6 | 98.3 | |
| AG-CLIPMethod Category=Retrieve, Evaluation Strategy (Zero-shot / Trained)=Trained2025.05 | 1,082 | 6.4 | 17.2 | 41 | 71.2 | |
| Predicted Sp (All)Method Category=Species Ranges, Oracle / Species Input Mode=All predicted2025.05 | 1,113 | 0.3 | 9.3 | 37.7 | 72.7 | |
| Hierarchical (0->1->2)Method Category=Classify, Grid Resolution / Scale=Hierarchical2025.05 | 1,117 | 0.3 | 16.6 | 40 | 68.7 | |
| Annotated SpeciesMethod Category=Species Ranges, Oracle / Species Input Mode=Annotated2025.05 | 1,263 | 0.3 | 10.8 | 35.7 | 72.3 | |
| Res-0Method Category=Classify, Grid Resolution / Scale=430 × 10^4 km^22025.05 | 1,323 | 0 | 1.2 | 22.6 | 68.7 | |
| Res-2Method Category=Classify, Grid Resolution / Scale=8.6 × 10^4 km^22025.05 | 1,326 | 0.3 | 16.3 | 36.5 | 64.1 | |
| HaversineMethod Category=Regress, Distance Metric / Loss Function=Haversine2025.05 | 1,602 | 0.1 | 4.2 | 27.7 | 61.8 | |
| Predicted Sp (Top 1)Method Category=Species Ranges, Oracle / Species Input Mode=Top 1 predicted2025.05 | 1,664 | 0.2 | 8.2 | 28.7 | 62.5 | |
| EuclideanMethod Category=Regress, Distance Metric / Loss Function=Euclidean2025.05 | 1,884 | 0.1 | 2.9 | 23.4 | 57.9 | |
| TaxabindMethod Category=Retrieve, Evaluation Strategy (Zero-shot / Trained)=Off the shelf2025.05 | 4,944 | 0.4 | 2.2 | 11.9 | 35.3 | |
| GeoCLAPMethod Category=Retrieve, Evaluation Strategy (Zero-shot / Trained)=Off the shelf2025.05 | 6,856 | 0.2 | 1.3 | 7 | 24.9 | |
| Rnd Train LocMethod Category=Naive2025.05 | 7,475 | 0.1 | 1.1 | 6.6 | 22.8 |