Virtual Gram staining of label-free bacteria using darkfield microscopy and deep learning

no code implementations • 17 Jul 2024 • Cagatay Isil, Hatice Ceylan Koydemir, Merve Eryilmaz, Kevin De Haan, Nir Pillar, Koray Mentesoglu, Aras Firat Unal, Yair Rivenson, Sukantha Chandrasekaran, Omai B. Garner, Aydogan Ozcan

Gram staining has been one of the most frequently used staining protocols in microbiology for over a century, utilized across various fields, including diagnostics, food safety, and environmental monitoring.

Automated HER2 Scoring in Breast Cancer Images Using Deep Learning and Pyramid Sampling

no code implementations • 1 Apr 2024 • Sahan Yoruc Selcuk, Xilin Yang, Bijie Bai, Yijie Zhang, Yuzhu Li, Musa Aydin, Aras Firat Unal, Aditya Gomatam, Zhen Guo, Darrow Morgan Angus, Goren Kolodney, Karine Atlan, Tal Keidar Haran, Nir Pillar, Aydogan Ozcan

Human epidermal growth factor receptor 2 (HER2) is a critical protein in cancer cell growth that signifies the aggressiveness of breast cancer (BC) and helps predict its prognosis.

Diagnostic Prognosis