Johns Hopkins University · Biomedical EngineeringStayman Radiomics Lab
Joseph Webster Stayman · Baltimore, Maryland
Research Focus
Dr. Joseph Stayman's lab focuses on improving the accuracy and standardization of radiomics, which are models that help in diagnosing diseases like interstitial lung disease using medical imaging. By developing a mathematical framework, the lab seeks to reduce errors associated with different imaging protocols and devices, ultimately enhancing the reliability of imaging biomarkers. This research is crucial for leveraging large patient image databases for better disease classification and patient outcomes.
radiomicsimaging biomarkersCT scansstandardizationmachine learninginterstitial lung diseasemedical imagingdata curationdiagnostic tools
Research Aims
3AIM 01Develop a mathematical framework for radiomics standardization.
AIM 02Apply and validate the standardization framework using physical phantoms and CT scanners.
AIM 03Investigate the impact of standardization on radiomics modeling performance in clinical data.
Skills the Lab Values
mathematical modelingdata analysisimage processingstatistical analysisCT imaging techniquesmachine learning algorithmsproject designphantom studiescustom software development
Output against the department
Publications329top 28% of dept.166th of 595
this lab
most publishedleast published
Citations4.8kbottom 37% of dept.377th of 595
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.