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TVG-1, built to advance oncology & enhance medical diagnosis of brain tumours. Currently has a whopping 22 million parameters

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Josh-The-Developapa/TumorVision

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TumourVision G2 (TVG-2)

TumourVision G2 (TVG-2), an advancement over TVG-1, incorporates PolyTrend methodologies to improve brain tumor detection in MRI scans. Utilizing a Convolutional Neural Network (CNN) architecture developed with PyTorch, TVG-2 classifies brain MRI scans for tumor detection. It employs Torch, TorchVision, and Matplotlib libraries for analysis and visualization. With around 22 million parameters, TVG-2 provides a robust computational framework. While TVG-1 achieves 56.45% accuracy, TVG-2 is in active development, enhancing diagnostic capabilities for medical professionals.

CLOD_formulas.webp in full is Convolutional Layers' Output Dimensions. Just as an abbreviation for easy file naming

Features

  • Integration of PolyTrend's polynomial trend analysis for data preprocessing and feature extraction.
  • Utilization of polynomial regression techniques to refine CNN predictions and improve classification accuracy.
  • Seamless integration with existing TVG-1 architecture for easy adoption and deployment.

Dataset

The dataset used for training and testing TVG-1 was sourced from two Kaggle datasets:

Installation

You can install "TumorVision" via pip by running:

pip install tumorvision

Alternatively, if you prefer to install it from the source code, you can follow these steps:

  1. Clone the TVG-2 repository:
git clone https://github.com/Josh-The-Developapa/TumorVision.git
  1. Navigate to the project directory:
cd TumorVision
  1. Set up a Python virtual environment (recommended):
python -m venv venv
source venv/bin/activate  # On Unix or MacOS
venv\Scripts\activate      # On Windows
  1. Install the required dependencies:
pip install -r requirements.txt
  1. Follow additional setup instructions provided in the README files of TVG-1 and PolyTrend projects for any specific configurations or requirements.

License

This project is licensed under the MIT License - see the LICENSE file for details.

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TVG-1, built to advance oncology & enhance medical diagnosis of brain tumours. Currently has a whopping 22 million parameters

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