5 papers
Gestational Stage Prediction from Cervical Tissue Analysis Using Imaging Mueller Polarimetry Data
Sooyong Chae, Ajmal Ajmal, Junzhu Pei +5
Preterm birth is associated with premature cervical remodeling, yet current clinical assessments cannot detect the underlying microstructural changes in collagen organization. We a…
Intensity-based Segmentation of Tissue Images Using a U-Net with a Pretrained ResNet-34 Encoder: Application to Mueller Microscopy
Sooyong Chae, Dani Giammattei, Ajmal Ajmal +6
Manual annotation of the images of thin tissue sections remains a time-consuming step in Mueller microscopy and limits its scalability. We present a novel automated approach using…
Body Fat, Skin Tone, and the Accuracy of Smartwatch Caloric Expenditure Estimates
Jason Kostrna, Ekaterina Oparina, Andres J. Rodriguez +4
Smartwatches are widely used to estimate caloric expenditure for weight management, clinical decision making, and public health monitoring. These devices combine photoplethysmograp…
Machine Learning Model for Complete Reconstruction of Diagnostic Polarimetric Images from partial Mueller polarimetry data
Sooyong Chae, Tongyu Huang, Omar Rodrıguez-Nunez +11
The translation of imaging Mueller polarimetry to clinical practice is often hindered by large footprint and relatively slow acquisition speed of the existing instruments. Using po…
An insertable glucose sensor using a compact and cost-effective phosphorescence lifetime imager and machine learning
Artem Goncharov, Zoltan Gorocs, Ridhi Pradhan +12
Optical continuous glucose monitoring (CGM) systems are emerging for personalized glucose management owing to their lower cost and prolonged durability compared to conventional ele…