Update README.md
Browse files
README.md
CHANGED
|
@@ -46,7 +46,7 @@ We used the CNN10 architecture, a pretrained audio neural network (PANN), introd
|
|
| 46 |
The training data comprised the following data sources:
|
| 47 |
|
| 48 |
Strong labels:
|
| 49 |
-
- ECOSoundSet (Funosas et al., 2026): Orthoptera species as well as buzz clips.
|
| 50 |
- Additional annotations by the University of Freiburg and Simon Thorne: Orthoptera species.
|
| 51 |
- WABAD (Pérez-Granados et al., 2026): for bird recordings.
|
| 52 |
- Edansa-2019 (Çoban, E. B., et al., 2022): for silence recordings
|
|
@@ -72,8 +72,8 @@ The input audios to the model were 4s long. If necessary shorter/longer audio fi
|
|
| 72 |
|
| 73 |
## Evaluation
|
| 74 |
|
| 75 |
-
For the evaluation we only consider the results based on the Orthoptera and Hemiptera species, i.e., the results on silence, buzz, and birds are not considered.
|
| 76 |
-
We do this, as these classes were merely introduced to learn a more robust feature exctrator, but not in order to classify them later on. The focus lies on the
|
| 77 |
The performance on the test set, when using the default threshold of 0.5, reached a (macro) **F1 score of .670**.
|
| 78 |
|
| 79 |
|
|
|
|
| 46 |
The training data comprised the following data sources:
|
| 47 |
|
| 48 |
Strong labels:
|
| 49 |
+
- ECOSoundSet (Funosas et al., 2026): Orthoptera and Hemiptera species as well as buzz clips.
|
| 50 |
- Additional annotations by the University of Freiburg and Simon Thorne: Orthoptera species.
|
| 51 |
- WABAD (Pérez-Granados et al., 2026): for bird recordings.
|
| 52 |
- Edansa-2019 (Çoban, E. B., et al., 2022): for silence recordings
|
|
|
|
| 72 |
|
| 73 |
## Evaluation
|
| 74 |
|
| 75 |
+
For the evaluation we only consider the results based on the Orthoptera and Hemiptera (OH) species, i.e., the results on silence, buzz, and birds are not considered.
|
| 76 |
+
We do this, as these classes were merely introduced to learn a more robust feature exctrator, but not in order to classify them later on. The focus lies on the OH species.
|
| 77 |
The performance on the test set, when using the default threshold of 0.5, reached a (macro) **F1 score of .670**.
|
| 78 |
|
| 79 |
|