Southern Sierra Nevada Model¶
The Southern Sierra Nevada model has been created using almost 17 hours of soundscape data containing 10,296 bounding box labels representing 21 different species.
Training Results¶
The following figure illustrates various data that has been recorded during training. The metrics have been computed after each epoch with the evaluation split of the dataset.
Model Checkpoint
The weights that produced the highest metrics/mAP50-95 on the validation split were selected for the final model.
Species Distribution Across Splits¶
The following table shows the amount of annotations in total and for each species as described in Dataset Splits.
| Species | Train | Val | Test | Total | 70/15/15 Quality |
|---|---|---|---|---|---|
| Total | 16,528 | 3,600 | 3,400 | 23,528 | 70.2/15.3/14.5 |
| ???? | 1,003 | 214 | 184 | 1,401 | 71.6/15.3/13.1 |
| amepip | 2,757 | 581 | 637 | 3,975 | 69.4/14.6/16.0 |
| amerob | 215 | 45 | 45 | 305 | 70.5/14.8/14.8 |
| clanut | 709 | 151 | 149 | 1,009 | 70.3/15.0/14.8 |
| daejun | 368 | 70 | 81 | 519 | 70.9/13.5/15.6 |
| gcrfin | 1,889 | 411 | 372 | 2,672 | 70.7/15.4/13.9 |
| herthr | 508 | 108 | 104 | 720 | 70.6/15.0/14.4 |
| mouchi | 111 | 23 | 23 | 157 | 70.7/14.6/14.6 |
| rocwre | 1,498 | 319 | 326 | 2,143 | 69.9/14.9/15.2 |
| whcspa | 7,119 | 1,678 | 1,479 | 10,276 | 69.3/16.3/14.4 |
| brebla | 2 | 0 | 0 | 2 | Train-only |
| casfin | 59 | 0 | 0 | 59 | Train-only |
| dusfly | 7 | 0 | 0 | 7 | Train-only |
| foxspa | 64 | 0 | 0 | 64 | Train-only |
| mallar3 | 6 | 0 | 0 | 6 | Train-only |
| moublu | 65 | 0 | 0 | 65 | Train-only |
| norfli | 21 | 0 | 0 | 21 | Train-only |
| orcwar | 16 | 0 | 0 | 16 | Train-only |
| sposan | 53 | 0 | 0 | 53 | Train-only |
| warvir | 18 | 0 | 0 | 18 | Train-only |
| yelwar | 1 | 0 | 0 | 1 | Train-only |
| yerwar | 39 | 0 | 0 | 39 | Train-only |