[HTML][HTML] Machine Learning and Feature Selection Methods for EGFR Mutation Status Prediction in Lung Cancer

J Morgado, T Pereira, F Silva, C Freitas, E Negrão… - Applied Sciences, 2021 - mdpi.com
The evolution of personalized medicine has changed the therapeutic strategy from classical
chemotherapy and radiotherapy to a genetic modification targeted therapy, and although …

A Semiautomatic Image Processing-Based Method for Binary Segmentation of Lungs in Computed Tomography Images

L Ramos, I Pineda - SN Computer Science, 2024 - Springer
Precise biomedical image segmentation is pivotal in medical diagnosis and treatment.
Among various methodologies, image processing-based techniques are useful due to their …

[HTML][HTML] Semi-supervised approach for egfr mutation prediction on ct images

C Pinheiro, F Silva, T Pereira, HP Oliveira - Mathematics, 2022 - mdpi.com
The use of deep learning methods in medical imaging has been able to deliver promising
results; however, the success of such models highly relies on large, properly annotated …

On the way for the best imaging features from CT images to predict EGFR Mutation Status in Lung Cancer

P Silva, T Pereira, M Teixeira, F Silva… - 2022 44th Annual …, 2022 - ieeexplore.ieee.org
Artificial Intelligence-based tools have shown promising results to help clinicians in
diagnosis tasks. Radio-genomics would aid in the genotype characterization using …

Radiological Medical Imaging Annotation and Visualization Tool

I Teiga, JV Sousa, F Silva, T Pereira… - … Conference on Human …, 2024 - Springer
Significant medical image visualization and annotation tools, tailored for clinical users, play
a crucial role in disease diagnosis and treatment. Developing algorithms for annotation …

[PDF][PDF] AI-Based Cancer Characterisation Using Semi-Supervised Learning Algorithms

CPFA Pinheiro - 2022 - repositorio-aberto.up.pt
Cancer is a broad term used to refer to a large group of related diseases characterised by
abnormal cell growth and division. Among all forms of the disease, lung cancer is by far the …

Stacking Approach for Lung Cancer EGFR Mutation Status Prediction from CT Scans

A Ventura, T Pereira, F Silva, C Freitas… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Due to the huge mortality rate of lung cancer, there is a strong need for developing solutions
that help with the early diagnosis and the definition of the most appropriate treatment. In the …