Deep learning based Pneumonia classifier which classifies the respective pneumonia class with the help of chest X-Ray images by using 7 different CNN models.
Dataset link: https://www.kaggle.com/datasets/jayakumar07/chest-x-ray-images-dataset
Use the above dataset link to download or access the chest X-Ray images dataset.
The seven CNN models used are:
-> Simple CNN Model.
-> CNN Model With Data Augmentation layers and Dropout layers.
-> CNN Model with only Dropout layers.
-> CNN Model only with Augumentation layers.
-> CNN Model with two different augumentation layers.
-> CNN Model with Data Augumentation layer and more dense layers.
-> CNN Model that uses Filters in all the Layers.
Activation function used:
ReLU
Optimizers used:
-> Adam.
-> Adamax.
-> RMSprop
-> SGD.
-> AdaDelta.