Illinois Institute of Technology · EngineeringCenter for Intelligent Medical Imaging
Jovan G Brankov · Chicago, Illinois
Research Focus
Dr. Jovan G Brankov's lab focuses on advancing medical imaging technology using deep learning techniques. The main goal is to create intelligent models that can evaluate image quality based on clinical tasks, which helps in designing more effective imaging systems for healthcare. By developing specialized algorithms that can adapt to different imaging conditions, the lab aims to improve the accuracy and efficiency of diagnostic imaging, particularly in assessing liver health.
deep learningmedical imagingimage quality assessmentanthropomorphic modelsCT imagingalgorithm designdomain awarenessclinical validationtask-based evaluationdiagnostic performance
Research Aims
5AIM 01Develop deep-learning algorithms that mimic human observer image assessment.
AIM 02Create annotated datasets to improve training and validation of imaging models.
AIM 03Implement domain-aware models that adapt to different imaging techniques and scenarios.
AIM 04Enhance interpretability of deep learning models in medical applications.
AIM 05Optimize imaging system designs based on model predictions to improve diagnostic outcomes.
Skills the Lab Values
deep learningimage processingdata annotationCT imaging techniques3D printingmachine learning algorithmsnumerical simulationsstatistical analysisclinical data analysisvisual psychophysics methods
Output against the department
Publications196top 49% of dept.136th of 278
this lab
most publishedleast published
Citations2.1kbottom 15% of dept.236th of 278
this lab
most citedleast cited
Career totals from OpenAlex, compared against labs that share a department. A department spans everything from one paper to tens of thousands, so bar heights are on a log scale — otherwise the largest lab would flatten every other bar to a line.