Nabeel Khalid

(Smart Data and Knowledge Services, DFKI, Prof. Dengel)
hosted by PhD Presentation Day

"Microscopic Image Analysis: From Cell Segmentation to Tracking and Beyond"

Light microscopy is a cheap, accessible, non-invasive modality that when combined with well-established protocols of two-dimensional cell culture facilitates high-throughput quantitative imaging to study biological phenomena. By leveraging such data and deep learning techniques, human diseases can be easily diagnosed, and the treatment development process can be expedited. Studying cell movement patterns, cell division patterns, and the tracking of cells is the basis for live cell analysis. Accurate segmentation of individual cells enables the exploration of complex biological questions, but this requires sophisticated imaging processing pipelines due to the low contrast and high object density. In this talk, I will present different approaches for cell segmentation, and weakly supervised approaches for cell segmentation. Furthermore, I will explain cell tracking.


Time: Monday, 29.01.2024, 16:30
Place: 48-680

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