Lettuce NPK Dataset image files.
- Fully Nutritional (FN): 12 images
- Nitrogen Deficient (-N): 58 images
- Phosphorus Deficient (-P): 66 images
- Potassium Deficient (-K): 72 images
Indivudal notebooks detailing training loop and model parameters, as well as results, for each progressive, fine-tuning iteration in between the Initial Model and the Final Model.
A summary of all relevant parameters are listed at the top of each notebook.
All models trained on Nvidia GeForce GTX 1660 Ti GPU.
Notebook detailing training loop and model parameters for initial model training attempt, as well as results.
Useful for direct comparison to the Final Model.
Trained on Apple M1 Chip.
Saved model.
The Initial Model was trained on Apple M1 Chip, rather than Nvidia GeForce GTX 1660 Ti GPU, hence the alternative saved model path.
Notebook provides basic visualization of the Lettuce NPK Dataset and its class distribution.
The Transformation Playground details our process of deriving an appropriate image augmentation pipeline.
Notebook detailing training loop and model parameters for final model training attempt, as well as results.
Useful for direct comparison to the Initial Model.
Trained on Nvidia GeForce GTX 1660 Ti GPU.