Improved instance segmentation of immune cells in human lupus nephritis biopsies with Mask R-CNN. - Madeleine S. Durkee; Adam R. Sibley; Junting Ai; Rebecca Abraham; Vladimir M. Liarski; Marcus R. Clark; Maryellen L. Giger (Digital Pathology, 2020)

Application and generalizability of U-Net segmentation of immune cells in inflamed tissue. - Rebecca Abraham; Madeleine S. Durkee; Margaret Veselits; Junting Ai; Jordan D. Fuhrman; Marcus R. Clark; Maryellen L. Giger (Digital Pathology, 2021)

Managing class imbalance and differential staining of immune cell populations in multi-class instance segmentation of multiplexed immunofluorescence images of Lupus Nephritis biopsies. - Madeleine S. Durkee; Rebecca Abraham; Junting Ai; Marcus R. Clark; Maryellen L. Giger (Digital Pathology, 2021)

Radiomic texture analysis of immunofluorescence images of lupus nephritis biopsies to predict patient progression to end-stage renal disease. - Bradie M. Ferguson; Madeleine S. Durkee; Rebecca Abraham; Junting Ai; Hui Li 024; Li Lan; Julian Bertini; Marcus R. Clark; Maryellen L. Giger (Digital Pathology, 2021)

Convolutional neural networks detect cells in densely packed images at performance levels similar to human readers. - Madeleine S. Durkee; Nevaeh Petrie; Kyle Lleras; Junting Ai; Rebecca Abraham; J. Cy Chittenden; Chasity Kasir; Fiona Clark; Gabriel Casella; Marcus R. Clark; Maryellen L. Giger (Image Perception, Observer Performance, and Technology Assessment, 2023)