Deep learning model for acoustic detection and classification of Bowhead whales. This repo contains code for the binary classification model, two classes are: Bowhead whales (BH), Other/background.
Following are some statistics about the dataset and model:
- CB-50 and CB-300 dataset for training and testing
- CB-50 contains 11138 BH annotations, CB-300 contains 5983 BH annotations
- Average duration of BH annotations: 1.78 sec
- Average low and high frequency of BH: 90.38 - 530.80 Hz
- Spectrogram window size: 3 sec
- DenseNet model
Following image shows the training and validation loss curves
Following graph shows the performance metrices on the test annotations
