Ibtihaj Ahmad

Transfer Learning and Dual Attention Network Based Nuclei Segmentation in Head and Neck Digital Cancer Histology Images

2023

Histology analysis is currently a gold standard in analyzing cancer. Nuclei segmentation is vital in histopathology analysis. However, it is challenging due to limited data and extreme conditions. With the advent of transfer learning methods, …

A three in one bottom-up framework for simultaneous semantic segmentation, instance segmentation and classification of multi-organ nuclei in digital cancer histology

2023 · arXiv (Cornell University)

Simultaneous segmentation and classification of nuclei in digital histology play an essential role in computer-assisted cancer diagnosis; however, it remains challenging. The highest achieved binary and multi-class Panoptic Quality (PQ) remains as low as 0.68 …