RadiomixNet: Integrating Radiomics and Feature Extraction for Advanced Pneumonia Diagnosis
TL;DR
RadiomixNet combines radiomics and feature extraction from chest X-rays for advanced pneumonia diagnosis, using pre-processing and texture analysis to improve accuracy.
RadiomixNet: Integrating Radiomics and Feature Extraction for Advanced Pneumonia Diagnosis
Rahul Gowtham Poola; Siva Sankar Yellampalli
https://doi.org/10.1109/ACCESS.2024.3522908
Volume 13
The research outlines a workflow for medical image analysis and disease diagnosis through radiomics feature extraction. The dataset, consisting of chest X-ray images, was pre-processed using techniques such as denoising, resizing, and enhancement to ensure uniformity and high image quality. Advanced texture analysis methods, including Gray Level Size Zone Matrix, Gray Level Co-Occurrence Matrix, G...