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Magnus Oterhals Størdal, UiT, PhD-student i Visual Intelligence, UiT Machine Learning Group.
In this presentation I’ll briefly present my educational background. The presentation is divided into two parts. The first is to present my previous work with DR data. We got a DR dataset collected from a general sample of the population in the municipality of Tromsø. The dataset presented multiple challenges such as the information of a single retina being spread across multiple images, noisy data, etc. I will present the proposed multistream CNN network which can fuse image-level features into retina-level features, and still retains a network structure which is compatible with most domain adaptation, and post-hoc explainability methods.
For the second part of the presentation, I’ll be presenting my future research direction in the field of DR screening.