Additional visualizations highlighting the comparison between the proposed two-stage AG-VQ-VAE network (without skip connections) and the single-stage AG-UNet (with skip connections) are presented.

Abstract: Brain tumor segmentation is an essential step in medical imaging that needs precise diagnosis and treatment planning. This paper introduced a high-performance segmentation pipeline of brain ...

Abstract: The proposed work focuses on using LadderNet for Brain Tumor segmentation using MRI signals through the dataset as an input. The method is helpful in computerized medical analysis. Although ...

1Preventive Medicine, Veterans Affairs Loma Linda Healthcare System, Loma Linda, California. 2Loma Linda University School of Public Health, Loma Linda, California.

BOSTON — Scientists at Beth Israel Deaconess Medical Center (BIDMC), in collaboration with the Multiple Myeloma Research Foundation (MMRF) and leading institutions across the country, have contributed ...