Develops computer vision methods for 3D reconstruction, visual SLAM and image analysis using convex optimization, statistical learning and neural networks.
3D vision & neural rendering
Learning theory & optimization
2026BA-T: An Iterative Transformer for Two-View Bundle AdjustmentNeurIPS
2026Combining Projected Uncertainty for Self-Supervised Visual Odometry: From Two-Frame to Multi-FrameIJCV
Researches 3D digitization at the intersection of graphics, vision and AI, including 3D reconstruction from RGB-D video and photorealistic digital humans.
3D vision & neural rendering
Video understanding
Generative 3D & visual content
2026Animating the Uncaptured: Humanoid Mesh Animation with Video Diffusion ModelsICLR
2026Diff3R: Feed-forward 3D Gaussian Splatting with Uncertainty-aware Differentiable OptimizationNeurIPS
Develops explainable machine learning that combines vision and language so models can justify their decisions, including zero-shot and few-shot learning with…
Trustworthy & safe ML
Human-AI collaboration & trust
2026A Systematic Study of In-the-Wild Model Merging for Large Language ModelsTMLR
2026APM: Evaluating Style Personalization in LLMs with Arbitrary Preference MappingsNeurIPS
Works on 3D scene understanding and reconstruction from commodity RGB-D data, using generative 3D deep learning to create semantically grounded 3D environments.
3D vision & neural rendering
Recognition, detection & segmentation
Generative 3D & visual content
2026Animating the Uncaptured: Humanoid Mesh Animation with Video Diffusion ModelsICLR
2026Diff3R: Feed-forward 3D Gaussian Splatting with Uncertainty-aware Differentiable OptimizationNeurIPS
Makes machine learning reliable and robust, with a focus on graph neural networks, adversarial robustness, uncertainty estimation and machine learning for…
Trustworthy & safe ML
Probabilistic & causal inference
2026A Coin Flip for Safety: LLM Judges Fail to Reliably Measure Adversarial RobustnessICML
2026Amplified Patch-Level Differential Privacy for Free via Random CroppingTMLR
Researches medical image computing and machine learning, including motion modelling, image reconstruction, quality control and segmentation of multi-modal…
Medical imaging & healthcare AI
3D vision & neural rendering
Recognition, detection & segmentation
2026Gabor Primitives for Accelerated Cardiac Cine MRI ReconstructionMICCAI
2026Abstract: Progressive Growing of Patch Size - Curriculum Learning for Accelerated, Improved Medical Image SegmentationBildverarbeitung für die Medizin
Develops computer-aided medical procedures and augmented reality for surgery, including medical image analysis, robotic ultrasound and surgical data science.
Medical imaging & healthcare AI
VR, AR & immersive media
Data management & big data
2026Comparative study of ultrasound shape completion and CBCT-based AR workflows for spinal needle interventionsInternational Journal of Computer Assisted Radiology and Surgery
2026Ultrasound-guided real-time spinal motion visualization for spinal instability assessmentInternational Journal of Computer Assisted Radiology and Surgery
Researches machine translation, language modelling and multilingual NLP, including methods for low-resource languages developed with language communities.
Multilingual, translation & linguistics
Large language models
2025Beyond Literal Token Overlap: Token Alignability for MultilingualityNAACL
2025Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbour Retrieval with Limited Labeled DataEMNLP