nikishsubedi / pneumonia_classification

Classification of Pneumonia Using Tensor Flow

About the repository

The repository consist of notebook, related files and reports.

Result of the experiments:

Please visit the following link to visualize different experiments:
https://tensorboard.dev/experiment/colNgYXZQVK526CWmJTJ4Q/

Pnemonia_Classification

To execute this notebook, one can simply use Google Colab .

Please follow the instructions given below to setup your working directory.

1. Create a directory named NAAMI_ASSIGNMENT inside your google drive
2. Download and upload this dataset inside that directory.

Libraries and other tools

• python
• matplotlib
• numpy
• tensorflow & tensorboard
• scikit-learn
• cv2

Some visualizations of the notebook

• Images Example

• Loss Curves

• Evaluation Metrics

• Example Predictions

Class Activation Map

References

• https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0256630
• https://www.tensorflow.org/api_docs
• https://pyimagesearch.com/2020/03/09/grad-cam-visualize-class-activation-maps-with-keras-tensorflow-and-deep-learning