Personal profile
Personal profile
Dr. Netzahualcoyotl Hernandez-Cruz (Netza) specialises in AI research for global health, focusing on ubiquitous and pervasive computing to develop innovative strategies for automating diagnostics and improving healthcare accessibility. Netza holds a Bachelor of Information Technology from Mexico’s National Technological Institute, a Master’s in Computer Science from CICESE, and a PhD in Computer Engineering from Ulster University; he also holds an Associate Fellowship of the Higher Education Academy in recognition of his professional practice in supporting teaching and learning in higher education in the UK. Following the completion of his doctorate, he joined the University of Oxford as a Postdoctoral Research Fellow at the Institute of Biomedical Engineering.
His most recent work focused on developing machine learning-based models to analyse fetal echocardiography video sweeps for congenital heart defects, as well as techniques for knowledge transfer across heterogeneous machine learning models. His contributions have been recognised through academic and entrepreneurial awards, as well as endorsements from Mexico’s National Council of Science and Technology and the UK’s Royal Academy of Engineering.
As an Assistant Professor in the School of AI and Advanced Computing at the Xi’an Jiaotong-Liverpool University, Netza’s work bridges research and real-world applications by developing scalable, user-friendly medical AI tools in collaboration with stakeholders. Through this interdisciplinary approach, he contributes to the next generation of global health technologies, ensuring AI-driven medical innovations are both accessible and transformative worldwide.
Related documents
Education/Academic qualification
PhD, Computer Engineering, University of Ulster
Master, Computer Science, Center for Scientific Research and Higher Education of Ensenada
Bachelor, Information Technology, National Technological Institute of Mexico
Research areas
- Global Health Technologies
- AI-Driven Biomedicine
- Ubiquitous/Pervasive Computing
Keywords
- QA75 Electronic computers. Computer science
- medical image/video analysis
- federated learning
- transfer learning
- machine learning
- human-computer interaction
Person Types
- Staff
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 10 Reduced Inequalities
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Collaborations and top research areas from the last five years
Projects
- 1 Active
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Implementing Artificial Intelligence Models to Support Early Detection of Congenital Heart Defects in Routine Prenatal Ultrasound Scanning
Hernandez-Cruz, N. (PI)
1/01/26 → 31/12/28
Project: Internal Research Project
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Latent Motion Profiling for Annotation-Free Cardiac Phase Detection in Adult and Fetal Echocardiography Videos
Yang, Y., Yang, Q., Cui, K., Peng, C., D’Alberti, E., Hernandez-Cruz, N., Patey, O., Papageorghiou, A. T. & Noble, J. A., 2026, Medical Image Computing and Computer Assisted Intervention, MICCAI 2025 - 28th International Conference, 2025, Proceedings. Gee, J. C., Hong, J., Sudre, C. H., Golland, P., Park, J., Alexander, D. C., Iglesias, J. E., Venkataraman, A. & Kim, J. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 316-325 10 p. (Lecture Notes in Computer Science; vol. 15973 LNCS).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Open Access -
Self-supervised Normality Learning and Divergence Vector-Guided Model Merging for Zero-Shot Congenital Heart Disease Detection in Fetal Ultrasound Videos
Saha, P., Mishra, D., Hernandez-Cruz, N., Patey, O., Papageorghiou, A. T., Asano, Y. M. & Noble, J. A., 2026, Medical Image Computing and Computer Assisted Intervention, MICCAI 2025 - 28th International Conference, Proceedings. Gee, J. C., Hong, J., Sudre, C. H., Golland, P., Alexander, D. C., Iglesias, J. E., Venkataraman, A. & Kim, J. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 560-571 12 p. (Lecture Notes in Computer Science; vol. 15966 LNCS).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
1 Citation (Scopus) -
A comprehensive scoping review on machine learning-based fetal echocardiography analysis
Hernandez-Cruz, N., Patey, O., Teng, C., Papageorghiou, A. T. & Noble, J. A., Mar 2025, In: Computers in Biology and Medicine. 186, 109666.Research output: Contribution to journal › Review article › peer-review
Open Access5 Citations (Scopus) -
A Deep Learning Framework for Fetal Heart Tracking in Ultrasound Videos: Toward Enhanced Congenital Heart Defects Detection
Yang, Q., Cui, K., Hu, Y., Peng, C., Hernandez-Cruz, N., Ahuja, R., D’Alberti, E., Raymond, C., Patey, O., Papageorghiou, A. & Noble, J. A., 2025, Functional Imaging and Modeling of the Heart - 13th International Conference, FIMH 2025, Proceedings. Chabiniok, R., Zou, Q., Hussain, T., Nguyen, H. H., Zaha, V. G. & Gusseva, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 219-230 12 p. (Lecture Notes in Computer Science; vol. 15673 LNCS).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
1 Citation (Scopus) -
Artificial intelligence-enabled prenatal ultrasound for the detection of fetal cardiac abnormalities: a systematic review and meta-analysis
D'Alberti, E., Patey, O., Smith, C., Šalović, B., Hernandez-Cruz, N., Noble, J. A. & Papageorghiou, A. T., Jun 2025, In: eClinicalMedicine. 84, 103250.Research output: Contribution to journal › Article › peer-review
4 Citations (Scopus)
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Bioengineering (Journal)
Hernandez-Cruz, N. (Editor)
2025 → …Activity: Peer-review and editorial work of publications › Editorial work
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AI (Switzerland) (Journal)
Hernandez-Cruz, N. (Editor)
2025 → …Activity: Peer-review and editorial work of publications › Editorial work
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EAI Endorsed Transactions on Pervasive Health and Technology (Journal)
Hernandez-Cruz, N. (Member of editorial board)
2017 → …Activity: Peer-review and editorial work of publications › Editorial work
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Conference Organising Commitee
Hernandez-Cruz, N. (Member of programme committee)
2016 → …Activity: Participating in or organising an event › Organising an event e.g. a conference, workshop, …