AgMicroNet: Plant Pathologist-Backed Diagnoses

Talk about what TOMicro [ input the image of example microimages under it put saliency maps ]

Dependencies

Contents

This library contains Tensorflow/Keras code for:

the LEAF frontend, as well as mel-filterbanks, SincNet and Time-Domain Filterbanks Keras models for PANN, PCEN and SpecAugment an example training loop using gin, to train models with various frontends and architectures on tensorflow datasets.

Creating a Custom Dataset

talk about pickling the data

python3 data_pickler.py --img_size 320 --dataset "/Users/skanda/Downloads/CompleteDataset/Fruit" --type_of_crop "tomato"

produces 2 pickles and the csv

Training and Customizing the TOMicroCNN Architecture

[put the pipeline diagram where you see the entire thing]

• with or without kfold

Training a Transfer Learning Architecture

[give them the options]

python3 transfer_learning_template.py --img_size 320 --num_classes 5 --type_of_crop tomato --external_model 'Xception' --trainable_layers "fine_tune"

Producing Validation Metrics

[kfold graphs, scores themselves, confusion matrices]

[how to run inference on a trained model]

• show the example of manoj's validation

Reference