AnnotateAnyCell: Open-Source AI Framework for Efficient Annotation in Digital Pathology
Shourya Verma, Aditya Malusare, Mengbo Wang, Luopin Wang, Arpan Mahapatra, Abigail English, Abigail D. Cox, Meaghan Maureen Broman, Simone de Brot, Grant N. Burcham, Deborah W. Knapp, Deepika Dhawan, Mario Sola, Vaneet Aggarwal, Ananth Y. Grama, Nadia A. Lanman
AnnotateAnyCell reduces annotation time for histopathological images by 25% using a semi-supervised framework with active contrastive learning and human-in-the-loop feedback.
bioRxiv · Nov 2, 2025 · PreprintPathology