Jean‐Philippe Thiran

Impact of scanner variability on lymph node segmentation in computational pathology

2022 · Journal of Pathology Informatics

Computer-aided diagnostics in histopathology are based on the digitization of glass slides. However, heterogeneity between the images generated by different slide scanners can unfavorably affect the performance of computational algorithms. Here, we evaluate the impact …

Self-supervised learning-based cervical cytology for the triage of HPV-positive women in resource-limited settings and low-data regime

2023 · Computers in Biology and Medicine

Screening Papanicolaou test samples has proven to be highly effective in reducing cervical cancer-related mortality. However, the lack of trained cytopathologists hinders its widespread implementation in low-resource settings. Deep learning-assisted telecytology diagnosis emerges as an …