Ultrasound Video Transformers for Cardiac Ejection Fraction Estimation. - Hadrien Reynaud; Athanasios Vlontzos; Benjamin Hou; Arian Beqiri; Paul Leeson; Bernhard Kainz (MICCAI (6), 2021)

Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer. - Cesare Magnetti; Hadrien Reynaud; Bernhard Kainz (CoRR, 2021)

D'ARTAGNAN: Counterfactual Video Generation. - Hadrien Reynaud; Athanasios Vlontzos; Mischa Dombrowski; Ciarán M. Gilligan-Lee; Arian Beqiri; Paul Leeson; Bernhard Kainz (MICCAI (8), 2022)

Is More Data All You Need? A Causal Exploration. - Athanasios Vlontzos; Hadrien Reynaud; Bernhard Kainz (CoRR, 2022)

Zero-Shot Object Segmentation through Concept Distillation from Generative Image Foundation Models. - Mischa Dombrowski; Hadrien Reynaud; Matthew Baugh; Bernhard Kainz (CoRR, 2022)

Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models. - Mischa Dombrowski; Hadrien Reynaud; Matthew Baugh; Bernhard Kainz (ICCV, 2023)

Realistic Data Enrichment for Robust Image Segmentation in Histopathology. - Sarah Cechnicka; James Ball; Hadrien Reynaud; Callum Arthurs; Candice Roufosse; Bernhard Kainz (DART@MICCAI, 2023)

Feature-Conditioned Cascaded Video Diffusion Models for Precise Echocardiogram Synthesis. - Hadrien Reynaud; Mengyun Qiao; Mischa Dombrowski; Thomas G. Day; Reza Razavi; Alberto Gómez 002; Paul Leeson; Bernhard Kainz (MICCAI (10), 2023)

Pay Attention: Accuracy Versus Interpretability Trade-off in Fine-tuned Diffusion Models. - Mischa Dombrowski; Hadrien Reynaud; Johanna P. Müller; Matthew Baugh; Bernhard Kainz (CoRR, 2023)

GenerateCT: Text-Guided 3D Chest CT Generation. - Ibrahim Ethem Hamamci; Sezgin Er; Enis Simsar; Alperen Tezcan; Ayse Gulnihan Simsek; Furkan Almas; Sevval Nil Esirgun; Hadrien Reynaud; Sarthak Pati; Christian Bluethgen; Bjoern H. Menze (CoRR, 2023)

Exploring the Hyperparameter Space of Image Diffusion Models for Echocardiogram Generation. - Hadrien Reynaud; Bernhard Kainz (CoRR, 2023)

Ultra-Resolution Cascaded Diffusion Model for Gigapixel Image Synthesis in Histopathology. - Sarah Cechnicka; Hadrien Reynaud; James Ball; Naomi Simmonds; Catherine Horsfield; Andrew P. T. Smith; Candice Roufosse; Bernhard Kainz (CoRR, 2023)

Trade-Offs in Fine-Tuned Diffusion Models between Accuracy and Interpretability. - Mischa Dombrowski; Hadrien Reynaud; Johanna P. Müller; Matthew Baugh; Bernhard Kainz (AAAI, 2024)

GenerateCT: Text-Conditional Generation of 3D Chest CT Volumes. - Ibrahim Ethem Hamamci; Sezgin Er; Anjany Sekuboyina; Enis Simsar; Alperen Tezcan; Ayse Gulnihan Simsek; Sevval Nil Esirgun; Furkan Almas; Irem Dogan; Muhammed Furkan Dasdelen; Chinmay Prabhakar; Hadrien Reynaud; et al. (ECCV (79), 2024)

Image-Conditioned Diffusion Models for Medical Anomaly Detection. - Matthew Baugh; Hadrien Reynaud; Sergio Naval Marimont; Sarah Cechnicka; Johanna P. Müller; Giacomo Tarroni; Bernhard Kainz (UNSURE@MICCAI, 2024)

URCDM: Ultra-Resolution Image Synthesis in Histopathology. - Sarah Cechnicka; James Ball; Matthew Baugh; Hadrien Reynaud; Naomi Simmonds; Andrew P. T. Smith; Catherine Horsfield; Candice Roufosse; Bernhard Kainz (MICCAI (4), 2024)

EchoNet-Synthetic: Privacy-Preserving Video Generation for Safe Medical Data Sharing. - Hadrien Reynaud; Qingjie Meng; Mischa Dombrowski; Arijit Ghosh; Thomas G. Day; Alberto Gómez 002; Paul Leeson; Bernhard Kainz (MICCAI (7), 2024)

JVID: Joint Video-Image Diffusion for Visual-Quality and Temporal-Consistency in Video Generation. - Hadrien Reynaud; Matthew Baugh; Mischa Dombrowski; Sarah Cechnicka; Qingjie Meng; Bernhard Kainz (CoRR, 2024)

Noise Crystallization and Liquid Noise: Zero-shot Video Generation using Image Diffusion Models. - Muhammad Haaris Khan; Hadrien Reynaud; Bernhard Kainz (CoRR, 2024)

Uncovering Hidden Subspaces in Video Diffusion Models Using Re-Identification. - Mischa Dombrowski; Hadrien Reynaud; Bernhard Kainz (CoRR, 2024)

Image Generation Diversity Issues and How to Tame Them. - Mischa Dombrowski; Weitong Zhang; Sarah Cechnicka; Hadrien Reynaud; Bernhard Kainz (CVPR, 2025)

L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation. - Johanna P. Müller; Robert Wright; Thomas G. Day; Lorenzo Venturini; Samuel Budd; Hadrien Reynaud; Joseph V. Hajnal; Reza Razavi; Bernhard Kainz (CoRR, 2025)

EchoFlow: A Foundation Model for Cardiac Ultrasound Image and Video Generation. - Hadrien Reynaud; Alberto Gómez 002; Paul Leeson; Qingjie Meng; Bernhard Kainz (CoRR, 2025)

Video Dataset Condensation with Diffusion Models. - Zhe Li 025; Hadrien Reynaud; Mischa Dombrowski; Sarah Cechnicka; Franciskus Xaverius Erick; Bernhard Kainz (CoRR, 2025)

Leveraging Multi-Modal Information to Enhance Dataset Distillation. - Zhe Li 025; Hadrien Reynaud; Bernhard Kainz (CoRR, 2025)

CRG Score: A Distribution-Aware Clinical Metric for Radiology Report Generation. - Ibrahim Ethem Hamamci; Sezgin Er; Suprosanna Shit; Hadrien Reynaud; Bernhard Kainz; Bjoern H. Menze (CoRR, 2025)

MCM: Mamba-based Cardiac Motion Tracking using Sequential Images in MRI. - Jiahui Yin; Xinxing Cheng; Jinming Duan 001; Yan Pang; Declan P. O'Regan; Hadrien Reynaud; Qingjie Meng (CoRR, 2025)