readme: ---
  tags:
  - fastai
  - image-classification
  ---
  ## Model description
  This repo contains the trained model for grapevine leaves image classification
  
  Full credits go to [Vu Minh Chien](https://www.linkedin.com/in/vumichien/)
  
  Motivation: The main product of grapevines is grapes that are consumed fresh or processed. In addition, grapevine leaves are harvested once a year as a by-product. The species of grapevine leaves are important in terms of price and taste. In this repo, deep learning-based classification is conducted by using images of grapevine leaves
  
  ## Intended uses & limitations
  Images of 500 vine leaves belonging to 5 species were taken with a special self-illuminating system. Later, this number was increased to 2500 with data augmentation methods
  
  ## Training and evaluation data
  ### Training hyperparameters
  
  The following hyperparameters were used during training:
  
  | Hyperparameters | Value |
  | :-- | :-- |
  | name | Adam |
  | learning_rate | e-3 |
  | freeze_epochs| 3 |
  | unfreeze_epochs| 10|
  | training_precision | float16 |
  
  