Research

2024 Link to heading

Marigold-DC: Zero-Shot Monocular Depth Completion with Guided Diffusion
M. Viola, K. Qu, N. Metzger, B. Ke, A. Becker, K. Schindler, A. Obukhov
arXiv preprint
LoRA-Ensemble: Efficient Uncertainty Modelling for Self-attention Networks
M. Halbheer, D. J. Mühlematter, A. Becker, D. Narnhofer, H. Aasen, K. Schindler, M. O. Turkoglu
arXiv preprint

2023 Link to heading

Neural Fields with Thermal Activations for Arbitrary-Scale Super-Resolution
A. Becker* , R. C. Daudt*, N. Metzger, J. D. Wegner, K. Schindler (*equal contr.)
arXiv preprint
Country-wide Retrieval of Forest Structure from Optical and SAR Satellite Imagery with Deep Ensembles
A. Becker, S. Russo, S. Puliti, N. Lang, K. Schindler, J. D. Wegner
ISPRS Journal of Photogrammetry and Remote Sensing

2022 Link to heading

Learning Graph Regularisation for Guided Super-Resolution
R. De Lutio*, A. Becker*, S. D’Aronco, S. Russo, J. D. Wegner, K. Schindler (*equal contrib.)
CVPR 2022
Film-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation
M. O. Turkoglu, A. Becker, H. A. Gündüz, M. Rezaei, B. Bischl, R. C. Daudt, S. D’Aronco, J. D. Wegner, K. Schindler
NeurIPS 2022

2020 Link to heading

Deep Learning for Virtual Screening: Five Reasons to Use ROC Cost Functions
V. Golkov, A. Becker, D. T. Plop, D. Čuturilo, N. Davoudi, J. Mendenhall, R. Moretti, J. Meiler, D. Cremers
arXiv preprint