no code implementations • 24 Mar 2023 • Theresa Bender, Philip Gemke, Ennio Idrobo-Avila, Henning Dathe, Dagmar Krefting, Nicolai Spicher
We analyze the accuracy of the Deep Learning model with respect to both metrics and observe that the method can robustly identify atrial fibrillation, even in cases signals are labelled by human experts as being noisy on multiple leads.
no code implementations • 10 Feb 2023 • Philip Gemke, Theresa Bender, Ennio Idrobo-Avila, Henning Dathe, Dagmar Krefting, Tim Kacprowski, Nicolai Spicher
In this work, we evaluate the inter-patient magnitude of individual ECG alterations during ischemia.
no code implementations • 3 Nov 2022 • Theresa Bender, Jacqueline Michelle Beinecke, Dagmar Krefting, Carolin Müller, Henning Dathe, Tim Seidler, Nicolai Spicher, Anne-Christin Hauschild
Despite their remarkable performance, deep neural networks remain unadopted in clinical practice, which is considered to be partially due to their lack in explainability.
no code implementations • 29 Jul 2021 • Nicolai Spicher, Arne Klingenberg, Valentin Purrucker, Thomas M. Deserno
In conclusion, 5G cellular networks in combination with edge devices are a suitable infrastructure for continuous vital sign analysis using deep learning models.