A Novel Approach to Precision Diagnosis of Multiple Sclerosis Brain Lesions Utilizing a Convolutional-based Ensemble Classification Approach for Embedded Systems - Chilaka, Saiakhil; Kapavarapu, Raghavendra Satwik; Rong, Zhikang (Proceedings (IEEE International Symposium on Embedded Multicore/Manycore SoCs. Online), 2024)
Keywords: Accuracy; axial scans; biomedical engineering; central nervous system; chronic autoimmune condition; clinical application; cognitive deficits; computational efficiency; Computational modeling; convolutional layers; convolutional neural network (cnn); data splitting; dataset; deep learning; diagnostics; early diagnosis; ensemble model; environmental factors; genetic factors; grayscale imaging; healthcare ai; healthcare technology; image preprocessing; image resizing; immunological factors; impaired vision; Lesions; limited mobility; machine learning; Magnetic resonance; Magnetic resonance imaging; medical imaging; model optimization; mri scans; multiclass stratification; Multicore processing; Multiple sclerosis; neurodegenerative disorder; neurological symptoms; performance metrics; personalized medicine; Planning; precision diagnosis; predictive modeling; receiving operating characteristic (roc); rgb conversion; sagittal scans; Testing; testing set; Training; training set; transfer learning; transfer learning application; treatment planning; validation set; vgg19