PhD Defense by Shadi Albarqouni
- Speaker: Shadi Albarqouni
- Date: Wednesday, November 22, 2017
- Time: 14:00
- Location: FMI-Building, Room 00.05.035
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Machine Learning for Biomedical Applications: From Crowdsourcing to Deep Learning
Abstract:
Aimed at improving machine learning algorithms by incorporating domain-specific knowledge, we develop a set of mathematical and technical methods that cope with different conditions of data abundance, reliable labels, and class balance. Proposed methods are evaluated for various biomedical applications, in particular, Tomographic Reconstruction and Noise Reduction in Cryo-Electron Tomography, Mitotic figure Detection in Breast Cancer Histology Images, and Depth Perception in Interventional Imaging.