Research

2025 Link to heading

The unrealized potential of agroforestry for an emissions-intensive agricultural commodity
A. Becker, J. D. Wegner, E. Dawoe, K. Schindler, …, W. J. Blaser-Hart
Nature Sustainability (accepted)
Thera: Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields
A. Becker* , R. C. Daudt*, D. Narnhofer, T. Peters, N. Metzger, J. D. Wegner, K. Schindler (*equal contrib.)
arXiv preprint
Marigold-DC: Zero-Shot Monocular Depth Completion with Guided Diffusion
M. Viola, K. Qu, N. Metzger, B. Ke, A. Becker, K. Schindler, A. Obukhov
ICCV 2025 (accepted)

2024 Link to heading

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

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