Dr Chen Chen

School of Computer Science

Lecturer in Computer Vision

Profile photo of Dr Chen Chen
Profile picture of Profile photo of Dr Chen Chen
chen.chen2@sheffield.ac.uk
+44 114 215 8560

Full contact details

Dr Chen Chen
School of Computer Science
Regent Court (DCS)
211 Portobello
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S1 4DP
Profile

Dr Chen (Cherise) Chen obtained her MSc and Ph.D. degree in Advanced Computing from Imperial College London, in 2016 and 2022, respectively. From 2022, she worked as a research associate at Imperial College London. During the time at Imperial, she worked closely with and , on numerous projects with cardiac imaging. She was also a research scientist at . After that, she joined  group, University of Oxford in 2023, working closely with Prof. Vicente Grau. She has engaged in a variety of projects that apply artificial intelligence to cardiac, brain, and prostate imaging.

Research interests
Dr. Chen's research primarily revolves around the intersection of artificial intelligence (AI) and healthcare. Her focus is particularly strong in the domains of medical multi-modal data analysis (e.g, image, signal, text) with machine learning. Her work aims to develop and validate robust, data-efficient, and reliable machine learning algorithms that can enhance the scalability of AI-driven medical data analysis in practical applications. 

Please visit her  for more information.

Publications

Show: Featured publications All publications

Journal articles

  • Ouyang C, Chen C, Li S, Li Z, Qin C, Bai W & Rueckert D (2023) . IEEE Transactions on Medical Imaging, 42(4), 1095-1106. RIS download Bibtex download
  • Chen C, Qin C, Ouyang C, Li Z, Wang S, Qiu H, Chen L, Tarroni G, Bai W & Rueckert D (2022) . Medical Image Analysis, 82, 102597-102597. RIS download Bibtex download
  • Chen C, Qin C, Qiu H, Tarroni G, Duan J, Bai W & Rueckert D () . Frontiers in Cardiovascular Medicine, 7. RIS download Bibtex download

Preprints

  • Liu C, Cheng S, Chen C, Qiao M, Zhang W, Shah A, Bai W & Arcucci R (2023) M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization. RIS download Bibtex download

All publications

Books

  • (2024) . Springer Nature Switzerland. RIS download Bibtex download

Journal articles

  • Payette K, Steger C, Licandro R, De Dumast P, Li HB, Barkovich M, Li L, Dannecker M, Chen C, Ouyang C , McConnell N et al (2024) . IEEE Transactions on Medical Imaging, 1-1. RIS download Bibtex download
  • Kreitner L, Paetzold JC, Rauch N, Chen C, Hagag AM, Fayed AE, Sivaprasad S, Rausch S, Weichsel J, Menze BH , Harders M et al (2024) . IEEE Transactions on Medical Imaging, 1-1. RIS download Bibtex download
  • Li Z, Kamnitsas K, Ouyang C, Chen C & Glocker B (2023) . IEEE Transactions on Medical Imaging, 42(6), 1885-1896. RIS download Bibtex download
  • Dawood T, Chen C, Sidhu BS, Ruijsink B, Gould J, Porter B, Elliott MK, Mehta V, Rinaldi CA, Puyol-Antón E , Razavi R et al (2023) . Medical Image Analysis, 88, 102861-102861. RIS download Bibtex download
  • Ouyang C, Chen C, Li S, Li Z, Qin C, Bai W & Rueckert D (2023) . IEEE Transactions on Medical Imaging, 42(4), 1095-1106. RIS download Bibtex download
  • Qin C, Wang S, Chen C, Bai W & Rueckert D (2023) . Medical Image Analysis, 83, 102682-102682. RIS download Bibtex download
  • Chen C, Qin C, Ouyang C, Li Z, Wang S, Qiu H, Chen L, Tarroni G, Bai W & Rueckert D (2022) . Medical Image Analysis, 82, 102597-102597. RIS download Bibtex download
  • Zhuang X, Xu J, Luo X, Chen C, Ouyang C, Rueckert D, Campello VM, Lekadir K, Vesal S, RaviKumar N , Liu Y et al (2022) . Medical Image Analysis, 81, 102528-102528. RIS download Bibtex download
  • Ouyang C, Biffi C, Chen C, Kart T, Qiu H & Rueckert D (2022) . IEEE Transactions on Medical Imaging, 41(7), 1837-1848. RIS download Bibtex download
  • Xiong Z, Xia Q, Hu Z, Huang N, Bian C, Zheng Y, Vesal S, Ravikumar N, Maier A, Yang X , Heng P-A et al (2021) . Medical Image Analysis, 67, 101832-101832. RIS download Bibtex download
  • Le EPV, Evans NR, Tarkin JM, Chowdhury MM, Zaccagna F, Wall C, Huang Y, Weir-Mccall JR, Chen C, Warburton EA , Schonlieb CB et al (2020) . European Heart Journal, 41(Supplement_2). RIS download Bibtex download
  • Li Z, Hou Z, Chen C, Hao Z, An Y, Liang S & Lu B (2019) . IEEE Access, 7, 37749-37756. RIS download Bibtex download
  • Chen C, Bai W, Davies RH, Bhuva AN, Manisty CH, Augusto JB, Moon JC, Aung N, Lee AM, Sanghvi MM , Fung K et al () . Frontiers in Cardiovascular Medicine, 7. RIS download Bibtex download
  • Chen C, Qin C, Qiu H, Tarroni G, Duan J, Bai W & Rueckert D () . Frontiers in Cardiovascular Medicine, 7. RIS download Bibtex download

Chapters

  • Zhang Y, Chen C, Shit S, Starck S, Rueckert D & Pan J (2024) , Lecture Notes in Computer Science (pp. 359-369). Springer Nature Switzerland RIS download Bibtex download

Conference proceedings papers

  • Qiu H, Hammernik K, Qin C, Chen C & Rueckert D (2022) (pp 56-65) RIS download Bibtex download
  • Li Z, Kamnitsas K, Islam M, Chen C & Glocker B (2022) (pp 693-703) RIS download Bibtex download
  • Chen C, Li Z, Ouyang C, Sinclair M, Bai W & Rueckert D (2022) (pp 151-161) RIS download Bibtex download
  • Ouyang C, Wang S, Chen C, Li Z, Bai W, Kainz B & Rueckert D (2022) (pp 59-69) RIS download Bibtex download
  • Dawood T, Chen C, Andlauer R, Sidhu BS, Ruijsink B, Gould J, Porter B, Elliott M, Mehta V, Rinaldi CA , Puyol-Antón E et al (2022) (pp 189-198) RIS download Bibtex download
  • Wang S, Qin C, Savioli N, Chen C, O’Regan DP, Cook S, Guo Y, Rueckert D & Bai W (2021) (pp 14-24) RIS download Bibtex download
  • Chen C, Hammernik K, Ouyang C, Qin C, Bai W & Rueckert D (2021) (pp 149-159) RIS download Bibtex download
  • Ouyang C, Biffi C, Chen C, Kart T, Qiu H & Rueckert D (2020) (pp 762-780) RIS download Bibtex download
  • Qin C, Wang S, Chen C, Qiu H, Bai W & Rueckert D (2020) (pp 296-306) RIS download Bibtex download
  • Chen C, Qin C, Qiu H, Ouyang C, Wang S, Chen L, Tarroni G, Bai W & Rueckert D (2020) (pp 667-677) RIS download Bibtex download
  • Puyol-Antón E, Chen C, Clough JR, Ruijsink B, Sidhu BS, Gould J, Porter B, Elliott M, Mehta V, Rueckert D , Rinaldi CA et al (2020) (pp 284-293) RIS download Bibtex download
  • Wang S, Tarroni G, Qin C, Mo Y, Dai C, Chen C, Glocker B, Guo Y, Rueckert D & Bai W (2020) (pp 88-97) RIS download Bibtex download
  • Chen C, Ouyang C, Tarroni G, Schlemper J, Qiu H, Bai W & Rueckert D (2020) (pp 209-219) RIS download Bibtex download
  • Bai W, Chen C, Tarroni G, Duan J, Guitton F, Petersen SE, Guo Y, Matthews PM & Rueckert D (2019) (pp 541-549) RIS download Bibtex download
  • Chen C, Biffi C, Tarroni G, Petersen S, Bai W & Rueckert D (2019) (pp 523-531) RIS download Bibtex download
  • Chen C, Bai W & Rueckert D (2019) (pp 292-301) RIS download Bibtex download

Preprints

  • Chen C, Li L, Beetz M, Banerjee A, Gupta R & Grau V (2024) Large Language Model-informed ECG Dual Attention Network for Heart Failure Risk Prediction. RIS download Bibtex download
  • Payette K, Steger C, Licandro R, Dumast PD, Li HB, Barkovich M, Li L, Dannecker M, Chen C, Ouyang C , McConnell N et al (2024) Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results. RIS download Bibtex download
  • Liu C, Cheng S, Chen C, Qiao M, Zhang W, Shah A, Bai W & Arcucci R (2023) M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization. RIS download Bibtex download
  • Guo J, Zhang W, Sinclair M, Rueckert D & Chen C (2023) Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation. RIS download Bibtex download
  • Chen C, Li Z, Ouyang C, Sinclair M, Bai W & Rueckert D (2022) MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation. RIS download Bibtex download
  • Chen C, Qin C, Ouyang C, Li Z, Wang S, Qiu H, Chen L, Tarroni G, Bai W & Rueckert D (2021) Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation. RIS download Bibtex download
  • Chen C, Hammernik K, Ouyang C, Qin C, Bai W & Rueckert D (2021) Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation. RIS download Bibtex download
  • Chen C, Qin C, Qiu H, Ouyang C, Wang S, Chen L, Tarroni G, Bai W & Rueckert D (2020) Realistic Adversarial Data Augmentation for MR Image Segmentation. RIS download Bibtex download
  • Zhuang X, Xu J, Luo X, Chen C, Ouyang C, Rueckert D, Campello VM, Lekadir K, Vesal S, RaviKumar N , Liu Y et al (2020) Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge. RIS download Bibtex download
  • Chen C, Qin C, Qiu H, Tarroni G, Duan J, Bai W & Rueckert D (2019) Deep learning for cardiac image segmentation: A review. RIS download Bibtex download
  • Chen C, Ouyang C, Tarroni G, Schlemper J, Qiu H, Bai W & Rueckert D (2019) Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation. RIS download Bibtex download
  • Chen C, Biffi C, Tarroni G, Petersen S, Bai W & Rueckert D (2019) Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images. RIS download Bibtex download
  • Bai W, Chen C, Tarroni G, Duan J, Guitton F, Petersen SE, Guo Y, Matthews PM & Rueckert D (2019) Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction. RIS download Bibtex download
  • Chen C, Bai W, Davies RH, Bhuva AN, Manisty C, Moon JC, Aung N, Lee AM, Sanghvi MM, Fung K , Paiva JM et al (2019) Improving the generalizability of convolutional neural network-based segmentation on CMR images. RIS download Bibtex download
  • Chen C, Bai W & Rueckert D (2018) Multi-Task Learning for Left Atrial Segmentation on GE-MRI. RIS download Bibtex download
Grants

Research Grants

  • Advancing Cardiac Care through Multi-Modal Data Integration for Precise Scar Mapping, Royal Society, 10/2024 - 09/2025, Â£19,211, as PI
Professional activities and memberships

Professional activities and memberships

  • Associate Editor for Journal of Visual Communication and Image Representation
  • Lead organiser of  the 3rd MICCAI Workshop on Data Augmentation, Labeling, and Imperfections (DALI), MICCAI 2023
  • Co-organiser of CMRxMotion challenge in the STACOM 2022 workshop
  • Member of RISE-MICCAI
  • Guest lecturer in GirlsWhoML series