Project: Brain tumor detection

Overview

Detect and Classify Brain Tumor using CNN. A system performing detection and classification by using Deep Learning Algorithms using Convolution-Neural Network (CNN). The dataset contains 3 folders: yes, no and pred which contains 3060 Brain MRI (Magnetic resonance imaging) Images. The link of the dataset from kaggle : Download

Dependencies / Frameworks

This project requires Python 3.8 or 3.9 and the following Python libraries installed:

• OpenCV-python
• Keras
• TensorFlow
• scikit-learn
• Matplotlib, seaborn and PIL
• Pandas & numpy
• Flask (For the Web APP)

Results:

1. Loss & Accuracy curves:

• Accuracy:

• Loss

2. Evaluation of train and test data:

3. Confusion Matrix:

Test Result from Flask APP

The web app page:

1. Brain without Tumor:

2. Brain with Tumor:

Credits

1. Stackoverflow
2. Kaggle
3. Krish naik youtube channel