A methodology of steel microstructure recognition using SEM images by machine learning based on textural analysis
Sign Up to like & getrecommendations! Published in 2020 at "Materials Today Communications"
DOI: 10.1016/j.mtcomm.2020.101514
Abstract: Abstract We attempt image-based recognition of scanning electron microscopy (SEM) of low-carbon steels using machine learning (ML) methodology utilizing feature extraction with textural analysis. Specimens are subjected to eight different heat treatments to generate microstructures… read more here.
Keywords: methodology; machine learning; sem images; textural analysis ... See more keywords
Machine learning with textural analysis of longitudinal multiparametric MRI and molecular subtypes accurately predicts pathologic complete response in patients with invasive breast cancer
Sign Up to like & getrecommendations! Published in 2023 at "PLOS ONE"
DOI: 10.1371/journal.pone.0280320
Abstract: Purpose To predict pathological complete response (pCR) after neoadjuvant chemotherapy using extreme gradient boosting (XGBoost) with MRI and non-imaging data at multiple treatment timepoints. Material and methods This retrospective study included breast cancer patients (n… read more here.
Keywords: complete response; breast cancer; mri; response ... See more keywords