This pretrained model classifies birds into 525 species.
The package includes:
- Pretrained model.
- Train dataset.
- Test dataset.
- Validation dataset.
License: CC0: Public Domain
Pretrained model:
EfficientNetB0-525-(224 X 224)- 98.97.h5
The model was trained on a size of 224x224 pixel images. Achieved a score of 98.97. And it was trained for 15 epochs.
To run the pretrained model with Keras, download the pretrained model and run the following:
model= keras.models.load_model(model_path, custom_objects={'F1_score':'F1_score'})
80% of the dataset images are of males of the species. Therefore, the model may not perform well with image of female birds.