DeepHeartBeat: Latent trajectory learning of cardiac cycles using cardiac ultrasounds. - Fabian Laumer; Gabriel Fringeli; Alina Dubatovka; Laura Manduchi; Joachim M. Buhmann (ML4H@NeurIPS, 2020)

Neural collaborative filtering for unsupervised mitral valve segmentation in echocardiography. - Luca Corinzia; Fabian Laumer; Alessandro Candreva; Maurizio Taramasso; Francesco Maisano; Joachim M. Buhmann (Artif. Intell. Medicine, 2020)

Interpretable Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. - Hanna Ragnarsdóttir; Laura Manduchi; Holger Michel; Fabian Laumer; Sven Wellmann; Ece Ozkan; Julia E. Vogt (GCPR, 2022)

Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (MLHC, 2022)

Interpretable Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (CoRR, 2022)

Domain Generalization for Diagnosis of Pulmonary Fibrosis Using Dose-Invariant Feature Selection. - João B. S. Carvalho; Carlos Cotrini; Fabian Laumer; André Euler; Katharina Martini; Thomas Frauenfelder; Joachim M. Buhmann (ISBI, 2023)

Weakly supervised inference of personalized heart meshes based on echocardiography videos. - Fabian Laumer; Mounir Amrani; Laura Manduchi; Ami Beuret; Lena Rubi; Alina Dubatovka; Christian M. Matter; Joachim M. Buhmann (Medical Image Anal., 2023)

Deep Learning for 3D Heart Shape Reconstruction in Echocardiography. - Fabian Laumer (2023)

2D echocardiography video to 3D heart shape reconstruction for clinical application. - Fabian Laumer; Lena Rubi; Michael A. Matter; Stefano Buoso; Gabriel Fringeli; François Mach; Frank Ruschitzka; Joachim M. Buhmann; Christian M. Matter (Medical Image Anal., 2025)