Inflammatory lesions and brain tumors: is it possible to differentiate them based on texture features in magnetic resonance imaging?

Allan Felipe Fattori Alves José Ricardo de Arruda Miranda Fabiano ReisSergio Augusto Santana de SouzaLuciana Luchesi Rodrigues AlvesLaisson de Moura FeitozaJosé Thiago de Souza de CastroDiana Rodrigues de Pina

Published in: The journal of venomous animals and toxins including tropical diseases (2020)

The algorithm obtained textures capable of differentiating brain tumors from inflammatory lesions, on T1-weghted images without contrast medium using the Random Forest machine learning classifier.

Keyphrases

machine learning
contrast enhanced
magnetic resonance imaging
deep learning
oxidative stress
magnetic resonance
computed tomography
artificial intelligence
climate change
convolutional neural network
big data
optical coherence tomography