output
20112025
most citedRecent advances and clinical applications of deep learning in medical image analysis

1.1k citations

6 papers

math.OC2025

VALVEFIT: An analysis-suitable B-spline-based surface fitting framework for patient-specific modeling of tricuspid valves

Ajith Moola, Ashton M. Corpuz, Michael J. Burkhart +6

Patient-specific computational modeling of the tricuspid valve (TV) is vital for the clinical assessment of heart valve diseases. However, this process is hindered by limitations i…

cs.CV2025★ 21 cited

Integration of nested cross-validation, automated hyperparameter optimization, high-performance computing to reduce and quantify the variance of test performance estimation of deep learning models

Paul Calle, Averi Bates, Justin C. Reynolds +10

Background and Objectives: The variability and biases in the real-world performance benchmarking of deep learning models for medical imaging compromise their trustworthiness for re…

stat.AP2023★ 1 cited

Choosing statistical models to assess biological interaction as a departure from additivity of effects

David M. Thompson, Yan Daniel Zhao

Vanderweele and Knol define biological interaction as an instance wherein "two exposures physically interact to bring about the outcome." A hallmark of biological interaction is th…

cs.CV2021★ 1.1k cited

Recent advances and clinical applications of deep learning in medical image analysis

Xuxin Chen, Ximin Wang, Ke Zhang +7

Deep learning has received extensive research interest in developing new medical image processing algorithms, and deep learning based models have been remarkably successful in a va…

math.PR2015★ 1 cited

Stabilization by Noise of a -Valued Coupled System

Joe P. Chen, Lance Ford, Derek Kielty +4

Recently Herzog and Mattingly have shown that a -valued polynomial ODE which admits finite-time blow-up solutions may be stabilized by the addition of -valu…

astro-ph.SR2011★ 90 cited

SN 2009E: a faint clone of SN 1987A

A. Pastorello, M. L. Pumo, H. Navasardyan +26

In this paper we investigate the properties of SN 2009E, which exploded in a relatively nearby spiral galaxy (NGC 4141) and that is probably the faintest 1987A-like supernova disco…