Publications

For a full list of our publications, please refer to my Google Scholar profile.

Selected Publications

2025

Large Language Model-informed ECG Dual Attention Network for Heart Failure Risk Prediction

Large Language Model-informed ECG Thumbnail

IEEE Transaction on Big Data, 2025

Chen Chen, Lei Li, Marcel Beetz, Abhirup Banerjee, Ramneek Gupta, Vicente Grau.

PDF CODE

2024

Whole Heart 3D+ T Representation Learning Through Sparse 2D Cardiac MR Images

Whole Heart 3D+ T Representation Learning Thumbnail

MICCAI 2024 (oral, short-listed for young scientist award)

Yundi Zhang, Chen Chen, Suprosanna Shit, Sophie Starck, Daniel Rueckert, Jiazhen Pan

PDF

Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection

MICCAI 2024

Mohammod NI Suvon, Prasun C Tripathi, Wenrui Fan, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew J Swift, Chen Chen, Haiping Lu

PDF

Synthetic Optical Coherence Tomography Angiographs for Detailed Retinal Vessel Segmentation Without Human Annotations

IEEE trans on Medical Imaging (2024)

Linus Kreitner, Johannes C. Paetzold, Nikolaus Rauch, Chen Chen, Ahmed M.Hagag, Alaa E. Fayed, Sobha Sivaprasad, Sebastian Rausch, Julian Weichsel, Bjoern H. Menze, Matthias Harders, Benjamin Knier, Daniel Rueckert and Martin J. Menten

PDF

2023

Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation

MICCAI 2023, BTSD workshop (oral)

Jingjie Guo, Weitong Zhang, Matthew Sinclair, Daniel Rueckert, Chen Chen

PDF

2022

MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation

Chen Chen, Zeju Li, Cheng Ouyang, Matthew Sinclair, Wenjia Bai & Daniel Rueckert

MICCAI 2022 (early accept)

PDF | Code | Video

AdvChain: Enhancing MR image segmentation with realistic adversarial data augmentation

Chen Chen, Chen Qin, Cheng Ouyang, Zeju Li, Shuo Wang, Huaqi Qiu, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert

Medical Image Analysis (2022)

PDF | Code

Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation

Self-Supervision with Superpixels Thumbnail

Cheng Ouyang, Carlo Biffi, Chen Chen, Turkay Kart, Huaqi Qiu, Daniel Rueckert

ECCV 2022

PDF | Code

2021

Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation

Chen Chen, Kerstin Hammernik, Cheng Ouyang, Chen Qin, Wenjia Bai, Daniel Rueckert

MICCAI 2021 (oral)

Poster | Paper | Slides | Code | Video

2020

Biomechanics-Informed Neural Networks for Myocardial Motion Tracking in MRI

Biomechanics-Informed Neural Networks Thumbnail

Chen Qin, Shuo Wang, Chen Chen, Huaqi Qiu, Wenjia Bai, Daniel Rueckert

MICCAI 2020

Paper | Code

AdvBias: Realistic Adversarial Data Augmentation for MR Image Segmentation

Chen Chen, Chen Qin, Huaqi Qiu, Cheng Ouyang, Shuo Wang, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert

MICCAI 2020 (Oral)

Abstract | Poster | Paper | Slides | Code

Deep learning for cardiac image segmentation: a review

Chen Chen, Chen Qin, Huaqi Qiu, Giacomo Tarroni, Jinming Duan, Wenjia Bai, Daniel Rueckert

Frontiers in Cardiovascular Medicine (2020)

Paper

Chen (Cherise) Chen