Adaptive Contrast for Image Regression in Computer-Aided Disease Assessment

• Published in: arXiv.org
• Main Authors: Dai, Weihang, Li, Xiaomeng, Wan Hang Keith Chiu, Kuo, Michael D, Kwang-Ting, Cheng
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 22.12.2021
• Subjects: Bone density; Ejection fraction; Image contrast; Learning; Medical imaging; Neural networks; Performance enhancement; Regression

Image regression tasks for medical applications, such as bone mineral density (BMD) estimation and left-ventricular ejection fraction (LVEF) prediction, play an important role in computer-aided disease assessment. Most deep regression methods train the neural network with a single regression loss fu...