Inverse Problems

Ultrasound Imaging in the Era of Deep Generative Modeling

Stevens, Tristan S.W. (2026), Eindhoven University of Technology

Nuclear Diffusion Models for Low-Rank Background Suppression in Videos

Stevens, Tristan S.W., et al. (2026), IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Semantic Diffusion Posterior Sampling for Cardiac Ultrasound Dehazing

Stevens, Tristan S.W., et al. (2025), Preprint

zea: A Toolbox for Cognitive Ultrasound Imaging

Stevens, Tristan S.W., et al. (2025), The Journal of Open Source Software (in review)

High Volume Rate 3D Ultrasound Reconstruction with Diffusion Models

Stevens, Tristan S.W., et al. (2025), High Volume Rate 3D Ultrasound Reconstruction with Diffusion Models, IEEE Transactions on Medical Imaging

Deep Generative Models for Bayesian Inference on High-Rate Sensor Data: Applications in Automotive Radar and Medical Imaging

Stevens, Tristan S.W., et al. (2025), Philosophical Transactions of the Royal Society A

Dehazing Ultrasound using Diffusion Models

Stevens, Tristan S.W., et al. (2023), Dehazing Ultrasound using Diffusion Models, IEEE Transactions on Medical Imaging

Removing Structured Noise with Diffusion Models

Stevens, Tristan S.W., et al. (2025), Transactions on Machine Learning Research