Forked Recurrent Neural Network for Hand Gesture Classification Using Inertial Measurement Data. - Philipp Koch; Nele Sophie Brügge; Huy Phan; Marco Maaß; Alfred Mertins (ICASSP, 2019)

Multi-Task Gaussian Process Regression for the Detection of Sleep Cycles in Premature Infants. - Nele Sophie Brügge; Jan Graßhoff; Arne Weigenand; Philipp Rostalski (ICASSP, 2022)

Extended Head Pose Estimation on Synthesized Avatars for Determining the Severity of Cervical Dystonia. - Roland Stenger; Sebastian Löns; Feline Hamami; Nele Sophie Brügge; Tobias Bäumer; Sebastian J. F. Fudickar (HEALTHINF, 2023)

Towards Privacy and Utility in Tourette TIC Detection Through Pretraining Based on Publicly Available Video Data of Healthy Subjects. - Nele Sophie Brügge; Esfandiar Mohammadi; Alexander Münchau; Tobias Bäumer; Christian Frings; Christian Beste; Veit Rößner; Heinz Handels (ICASSP, 2023)

Bag-Level Multiple Instance Learning for Acute Stress Detection from Video Data. - Nele Sophie Brügge; Alexandra I. Korda; Stefan J. Borgwardt; Christina Andreou; Giorgos A. Giannakakis; Heinz Handels (BIOSTEC (2): HEALTHINF, 2025)