2 citations · 2 across the 3 of their papers we have counts for
4 papers
Diffusion and Multi-Domain Adaptation Methods for Eosinophil Segmentation
Kevin Lin, Donald Brown, Sana Syed +1
Eosinophilic Esophagitis (EoE) represents a challenging condition for medical providers today. The cause is currently unknown, the impact on a patient's daily life is significant,…
Uncertainty Quantification for Eosinophil Segmentation
Kevin Lin, Donald Brown, Sana Syed +1
Eosinophilic Esophagitis (EoE) is an allergic condition increasing in prevalence. To diagnose EoE, pathologists must find 15 or more eosinophils within a single high-power field (4…
The intersection of video capsule endoscopy and artificial intelligence: addressing unique challenges using machine learning
Shan Guleria, Benjamin Schwartz, Yash Sharma +12
Introduction: Technical burdens and time-intensive review processes limit the practical utility of video capsule endoscopy (VCE). Artificial intelligence (AI) is poised to address…
MaNi: Maximizing Mutual Information for Nuclei Cross-Domain Unsupervised Segmentation
Yash Sharma, Sana Syed, Donald E. Brown
In this work, we propose a mutual information (MI) based unsupervised domain adaptation (UDA) method for the cross-domain nuclei segmentation. Nuclei vary substantially in structur…