2016
Image Style Transfer Using Convolutional Neural Networks
6,161 citationsRead
Most cited
696 papers in total2018 · Nature Neuroscience
DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
5,846 citationsRead
2020 · Nature Machine Intelligence
Shortcut learning in deep neural networks
2,130 citationsRead
2016 · Journal of Vision
A Neural Algorithm of Artistic Style
1,922 citationsRead
2019 · Nature Protocols
Using DeepLabCut for 3D markerless pose estimation across species and behaviors
1,653 citationsRead
2016 · Nature
The functional diversity of retinal ganglion cells in the mouse
1,120 citationsRead
Newest first
696 papers in total2025
- A foundation model to predict and capture human cognitionNature · 107 citations
- Playing repeated games with large language modelsNature Human Behaviour · 54 citations
- Visual cognition in multimodal large language modelsNature Machine Intelligence · 53 citations
2024
- A chromatic feature detector in the retina signals visual context changeseLife · 29 citations
- Diverse task-driven modeling of macaque V4 reveals functional specialization towards semantic tasksPLoS Computational Biology · 16 citations
2023
- Robust deep learning object recognition models rely on low frequency information in natural imagesPLoS Computational Biology · 31 citations
- Contrasting action and posture coding with hierarchical deep neural network models of proprioceptioneLife · 27 citations
- Predicting Visual FixationsAnnual Review of Vision Science · 26 citations
- Efficient coding of natural scenes improves neural system identificationPLoS Computational Biology · 18 citations
- A Mega-Ethnography of Qualitative Meta-Syntheses on Return to Work in People with Chronic Health ConditionsDie Rehabilitation · 17 citations
- Continual Learning: Applications and the Road ForwardarXiv (Cornell University) · 17 citations
- Psychological interventions during breast cancer rehabilitation: a randomized controlled trial comparing structured short-term psychotherapy versus non-specific group discussionBMC Cancer · 15 citations
2022
- DeepGaze III: Modeling free-viewing human scanpaths with deep learningJournal of Vision · 110 citations
- Work ability score as predictor of rehabilitation, disability pensions and death? A German cohort study among employees with back painWork · 20 citations
- Digital twin reveals combinatorial code of non-linear computations in the mouse primary visual cortexbioRxiv (Cold Spring Harbor Laboratory) · 17 citations
- Barriers to applying for medical rehabilitation: a time-to-event analysis of employees with severe back pain in GermanyJournal of Rehabilitation Medicine · 16 citations
2021
- Pretraining boosts out-of-domain robustness for pose estimation118 citations
- DeepGaze IIE: Calibrated prediction in and out-of-domain for state-of-the-art saliency modeling2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 97 citations
- Partial success in closing the gap between human and machine visionarXiv (Cornell University) · 63 citations
- Learning divisive normalization in primary visual cortexPLoS Computational Biology · 54 citations
- Contrastive Learning Inverts the Data Generating ProcessarXiv (Cornell University) · 28 citations
- How Well do Feature Visualizations Support Causal Understanding of CNN Activations?arXiv (Cornell University) · 24 citations
- State-of-the-Art in Human Scanpath PredictionarXiv (Cornell University) · 24 citations
- Does social support mediate the effect of multimorbidity on mental wellbeing in the German working population? A longitudinal mediation analysis using structural equation modellingSSM - Population Health · 23 citations
- Self-Reported Prognosis of Employability as an Indicator of Need for Rehabilitation: A Cohort Study in People with Back PainDie Rehabilitation · 20 citations
- Reduced Requests for Medical Rehabilitation Because of the SARS-CoV-2 Pandemic: A Difference-in-Differences AnalysisArchives of Physical Medicine and Rehabilitation · 16 citations
- Work-related medical rehabilitation in patients with mental disorders: the protocol of a randomized controlled trial (WMR-P, DRKS00023175)BMC Psychiatry · 14 citations
2020
- Foolbox Native: Fast adversarial attacks to benchmark the robustness of machine learning models in PyTorch, TensorFlow, and JAXThe Journal of Open Source Software · 167 citations
- Improving robustness against common corruptions by covariate shift adaptationarXiv (Cornell University) · 162 citations
- A Simple Way to Make Neural Networks Robust Against Diverse Image CorruptionsLecture notes in computer science · 134 citations
Research in numbers
From OpenAlex- article126
- preprint52
- conference paper17
- review3
- other1
- arXiv (Cornell University)43
- PLoS Computational Biology12
- Die Rehabilitation9
- bioRxiv (Cold Spring Harbor Laboratory)8
- Journal of Occupational Rehabilitation5
- Alexander S. Ecker38
- Wieland Brendel35
- Andreas Savas Tolias24
- Philipp Berens23
- Leon A. Gatys16
Experience and education
Universities
2011 to 2026TH Bingen University of Applied Sciences
2015 to 2021Baylor College of Medicine
2019Hochschule Bremen
1999 to 2019University of Bremen
2013Universidade de São Paulo
2013Vanderbilt University
2013University of Lucerne
Industry and labs
2025Apple (Israel)
1900 to 2019Max Planck Society
2015Fidelity Investments (United States)