Proceedings

In der modernen Medizin, insbesondere in den Bereichen Onkologie und seltene Erkrankungen, hat die genetische Diagnostik in den letzten Jahren zunehmend an Bedeutung gewonnen. Stetige Fortschritte in der Sequenziertechnologie und folglich sinkende Kosten ermöglichen heute die explorative Untersuchung mittels großer Genpanels bis hin zur Sequenzierung des gesamten Genoms. [...]

In modern medicine, particularly in the fields of oncology and rare diseases, genetic diagnostics has become increasingly important in recent years. Steady progress in sequencing technology and consequently decreasing costs now allow exploratory testing using large gene panels and even whole genome sequencing. [...]

Stopping power ratio (SPR) maps are needed for dose deposition calculations and are typically estimated from single energy CT (SECT) in clinical routine. SECT-based SPR conversion leads to large variability due to the one-to-one relationship assumed by the conversion method. [...]

Neural Processes (NPs) are a family of conditional generative models that are able to model a distribution over functions, in a way that allows them to perform predictions at test time conditioned on a number of context points. A recent addition to this family, Convolutional Conditional Neural Processes (ConvCNP), have shown remarkable improvement in performance over prior art, but we find that they sometimes struggle to generalize when applied to time series data. [...]