Sampling-Free Epistemic Uncertainty Estimation Using Approximated Variance Propagation. - Janis Postels; Francesco Ferroni; Huseyin Coskun; Nassir Navab; Federico Tombari (ICCV, 2019)

Quantifying Aleatoric and Epistemic Uncertainty Using Density Estimation in Latent Space. - Janis Postels; Hermann Blum; Cesar Cadena 001; Roland Siegwart; Luc Van Gool; Federico Tombari (CoRR, 2020)

Go with the Flows: Mixtures of Normalizing Flows for Point Cloud Generation and Reconstruction. - Janis Postels; Mengya Liu; Riccardo Spezialetti; Luc Van Gool; Federico Tombari (3DV, 2021)

Variational Transformer Networks for Layout Generation. - Diego Martín Arroyo; Janis Postels; Federico Tombari (CVPR, 2021)

The OOD Blind Spot of Unsupervised Anomaly Detection. - Matthäus Heer; Janis Postels; Xiaoran Chen; Ender Konukoglu; Shadi Albarqouni (MIDL, 2021)

On the Practicality of Deterministic Epistemic Uncertainty. - Janis Postels; Mattia Segù; Tao Sun 019; Luc Van Gool; Fisher Yu 001; Federico Tombari (CoRR, 2021)

ManiFlow: Implicitly Representing Manifolds with Normalizing Flows. - Janis Postels; Martin Danelljan; Luc Van Gool; Federico Tombari (3DV, 2022)

SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation. - Tao Sun 019; Mattia Segù; Janis Postels; Yuxuan Wang; Luc Van Gool; Bernt Schiele; Federico Tombari; Fisher Yu 001 (CVPR, 2022)

Implicit Neural Representations for Image Compression. - Yannick Strümpler; Janis Postels; Ren Yang; Luc Van Gool; Federico Tombari (ECCV (26), 2022)

On the Practicality of Deterministic Epistemic Uncertainty. - Janis Postels; Mattia Segù; Tao Sun 019; Luca Daniel Sieber; Luc Van Gool; Fisher Yu 001; Federico Tombari (ICML, 2022)

3D Compression Using Neural Fields. - Janis Postels; Yannick Strümpler; Klara Reichard; Luc Van Gool; Federico Tombari (CoRR, 2023)

Unsupervised Template Warp Consistency for Implicit Surface Correspondences. - Mengya Liu; Ajad Chhatkuli; Janis Postels; Luc Van Gool; Federico Tombari (Comput. Graph. Forum, 2023)

Self-supervised Shape Completion via Involution and Implicit Correspondences. - Mengya Liu; Ajad Chhatkuli; Janis Postels; Luc Van Gool; Federico Tombari (ECCV (58), 2024)

Epistemic Uncertainty Quantification and 3D Point Cloud Generation Using Explicit Generative Models. - Janis Postels (2024)