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Publications from the Cerebro-cardiovascular Health Engineering (COCHE) project at the University of Oxford

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Publications

  • Orientation-Robust Latent Motion Trajectory Learning for Annotation-free Cardiac Phase Detection in Fetal Echocardiograpy. Accepted to Medical Image Analysis, Yingyu Yang, Qianye Yang, Can Peng, Elena D'Alberti, Olga Patey, Aris T.Papageorghiou, J.Alison Noble  https://arxiv.org/abs/2602.06761

  • Divyanshu Mishra, Mohammadreza Salehi, Pramit Saha, Olga Patey, Aris T. Papageorghiou, Yuki M. Asano, J. Alison Noble; Self-supervised Learning of Echocardiographic Video Representations via Online Cluster Distillation, NeurIPS 2025    https://neurips.cc/virtual/2025/loc/san-diego/poster/120161 .

  • Md. Mostafa Kamal Sarker, Divyanshu Mishra, Mohammad Alsharid, Netzahualcoyotl Hernandez-Cruz, Rahul Ahuja, Olga Patey, Aris T. Papageorghiou, J. Alison Noble. HarmonicEchoNet: Leveraging Harmonic Convolutions for Automated Standard Plane Detection in Fetal Heart Ultrasound Videos, Medical Image Analysis, December 2025. Vol 106, 2025, 103758, ISSN 1361-8415 https://doi.org/10.1016/j.media.2025.103758

  • Yang, Yingyu, Yang, Qianye, Cui, Kangning, Peng, Can, D’Alberti, Elena, Hernandez-Cruz, Netzahualcoyotl, Patey, Olga, Papageorghiou, Aris T., Noble, J. Alison. Latent Motion Profiling for Annotation-free Cardiac Phase Detection in Adult and Fetal Echocardiography Videos - MICCAI25. Springer-Verlag, September 2025. https://doi.org/10.1007/978-3-032-05185-1 31

  • Saha, Pramit, Mishra, Divyanshu, Hernandez-Cruz, Netzahualcoyotl, Patey, Olga, Papageorghiou, Aris T., Asano, Yuki M., Noble, J. Alison, Self-supervised Normality Learning and Divergence Vector-guided Model Merging for Zero-shot Congenital Heart Disease Detection in Fetal Ultrasound Videos - Divyanshu/Pramit - MICCAI25 Springer-Verlag, September 2025. https://doi.org/10.1007/978-3-032-04981-0 53 

  • Netzahualcoyotl Hernandez-Cruz, Olga Patey, Bojana Salovic, Aris Papageorghiou, J. Alison Noble, Machine learning-based method for the detection of dextrocardia in ultrasound video clips, Computer Methods and Programs in Biomedicine, Volume 271, 109023, ISSN 0169-2607, November 2025, https://doi.org/10.1016/j.cmpb.2025.109023

  • Patey O, Hernandez-Cruz N, D'Alberti E, Salovic B, Noble JA, Papageorghiou AT; CAIFE Research Group. Prenatal detection of congenital heart defects using the deep learning-based image and video analysis: protocol for Clinical Artificial Intelligence in Fetal Echocardiography (CAIFE), an international multicentre multidisciplinary study. BMJ Open. 2025 Jun 5;15(6):e101263. doi: 10.1136/bmjopen-2025-101263. PMID: 40473283; PMCID: PMC12142171

  • Yang, Q., Cui K, Hu Y, Peng C, , Hernandez-Cruz N, Ahuja R, D’alberti E,Raymond C,Patey O, Papageorghiou, A. Nonle JA In: Chabiniok, R., Zou, Q., Hussain, T., Nguyen, H.H., Zaha, V.G., Gusseva, M., (eds),A Deep Learning Framework for Fetal Heart Tracking in Ultrasound Videos: Toward Enhanced Congenital Heart Defects Detection. Functional Imaging and Modeling of the Heart. FIMH 2025. Lecture Notes in Computer Science, vol 15673. Springer, Cham. May 2025. https://doi.org/10.1007/978-3-031-94562-5_20

  • Elena D'Alberti, Olga Patey, Carolyn Smith, Bojana Šalović, Netzahualcoyotl Hernandez-Cruz, J. Alison Noble, Aris T.Papageorghiou, Artificial intelligence-enabled prenatal ultrasound for the detection of fetal cardiac abnormalities: a systematic review and meta-analysis, eClinicalMedicine, Volume 84,2025,103250, ISSN 2589-5370. https://doi.org/10.1016/j.eclinm.2025.103250

  •  Mishra D, Saha P, Zhao H, Hernandez-Cruz N, Patey O, Papageorghiou AT, Noble JA. TIER-LOC: Visual Query-based Video Clip Localization in fetal ultrasound videos with a multi-tier transformer, Med Image Anal. 2025 Jul;103:103611. https://doi.org/10.1016/j.media.2025.103611 Epub 2025 May 2. PMID: 40344944

  •  Mishra, D., Saha, P., Zhao, H., Hernandez-Cruz, N., Patey, O., Papageorghiou, A., & Noble, J. A. (2025). MCAT: Visual Query-Based Localization of Standard Anatomical Clips in Fetal Ultrasound Videos Using Multi-Tier Class-Aware Token Transformer. Proceedings of the AAAI Conference on Artificial Intelligence, 39(27), 28267-28275. https://doi.org/10.1609/aaai.v39i27.35047

  • Netzahualcoyotl Hernandez-Cruz, Olga Patey, Clare Teng, Aris T. Papageorghiou, and J. Alison Noble. 2025. A comprehensive scoping review on machine learning-based fetal echocardiography analysis. Comput. Biol. Med. 186, C (Mar 2025). https://doi.org/10.1016/j.compbiomed.2025.109666

  • P Saha, D Mishra, N Hernandez-Cruz, O Patey, A Papageorghiou, JA Noble, Self-supervised Normality Learning and Divergence Vector-guided model merging for zero-shot congenital heart disease detection in fetal ultrasound videos, arXiV 2503.07799, 2025

  • N. Hernandez-Cruz, O. Patey, B. Salovic, D. Mishra, M. Kamal Sarker, A. T. Papageorghiou, J. A. Noble. Detection of Fetal Congenital Heart Defects on Three-Vessel View Ultrasound Videos. WFUMB Ultrasound Open, 2(2) December 2024. 100075, https://doi.org/10.1016/j.wfumbo.2024.100075