Susan J. Done

Domain Adaptation using Silver Standard Labels for Ki-67 Scoring in Digital Pathology: A Step Closer to Widescale Deployment

2023 · arXiv (Cornell University)

Deep learning systems have been proposed to improve the objectivity and efficiency of Ki- 67 PI scoring. The challenge is that while very accurate, deep learning techniques suffer from reduced performance when applied to out-of-domain …

PHARAOH: A collaborative crowdsourcing platform for PHenotyping And Regional Analysis Of Histology

2024 · bioRxiv (Cold Spring Harbor Laboratory)

ABSTRACT Deep learning has proven to be capable of automating key aspects of histopathologic analysis, but its continual reliance on large expert-annotated training datasets hinders widespread adoption. Here, we present an online collaborative portal that …

Lightweight self supervised learning framework for domain generalization in histopathology

2025 · Scientific Reports

The emergence of large foundation models (FMs) in histopathology, trained on extensive image datasets using high-performance graphics processing unit (GPU) clusters, has demonstrated significant potential in advancing computational pathology. FMs have potential to overcome the …