Lab leader

Marius George Linguraru

Marius George Linguraru is a medical-imaging researcher who applies AI to children's health. He earned an MS in computer science and an MA in cultural studies at Sibiu, then completed a DPhil in medical image analysis at Oxford; he studied multimodal brain MRI at INRIA and developed echocardiography algorithms at Harvard. At Children's National, his research applies quantitative imaging and AI to pediatric screening, including smartphone facial analysis for genetic conditions and machine learning to study newborn health risks. He chaired MICCAI 2024 and became a MICCAI Fellow and Society president in 2025. Since 2026, he leads Children's National's Division of AI Research and directs the Pediatric Accelerated Intelligence Lab.

Now at
Children's National Hospital and PediaMetrix

Timeline

  1. 1996–2003

    Degrees in Sibiu and Oxford

    He earns an MS in computer science at the University of Sibiu in 1997 and an MA in cultural studies there in 1998, then completes a DPhil in medical image analysis at Oxford in 2003.

  2. 2003–2005

    Expert engineer at INRIA

    In January 2003, he moves to southern France as an Expert Engineer in INRIA's Epidaure Research Group. His research analyzes multimodal brain MRI, including Creutzfeldt-Jakob disease, and he remains based at INRIA as a visiting researcher through February 2005.

  3. 2004–2006

    Harvard's Biorobotics postdoc

    In October 2004, he joins Harvard University's Biorobotics Laboratory as a postdoctoral fellow. He develops algorithms to segment and track instruments and tissue in echocardiography, and his medical-image analysis fellowship spans 2004–2006.

  4. 2019–2020

    ISBI and SIPAIM chairs

    He serves as general chair of the IEEE International Symposium on Biomedical Imaging in Venice in 2019 and co-chairs the virtual SIPAIM meeting in Lima, Peru, in 2020.

  5. By 2022

    AI for pediatric diagnosis

    After studying computer science, he turns to pediatric health research and applies quantitative imaging and AI at Children's National. By 2022, his team's smartphone facial-analysis app screens for genetic conditions, and machine-learning research studies newborns' faces, brains, abdomens and chests to predict health risks. In 2021, a genetic-syndrome screening tool reaches 88% average accuracy.

  6. 2024

    Program chair at MICCAI 2024

    In 2024, he serves as Program Chair of MICCAI, which receives and reviews a record number of paper submissions.

  7. 2025

    MICCAI president and fellow

    He begins a three-year term as MICCAI Society President on February 1, 2025. In September 2025, MICCAI names him a Fellow for contributions to quantitative imaging biomarkers for pediatric and rare diseases.

  8. As of October 2026

    Director of AI Research

    In 2026, Children's National launches a system-wide Division of AI Research led by Linguraru. He directs the Pediatric Accelerated Intelligence Lab, serves as a principal investigator at the Sheikh Zayed Institute, and holds the Connor Family Professor role in Research and Innovation. He is also a co-founder of PediaMetrix, a company focused on infant well-being through AI solutions.

Career

  1. Since 2026Children's National HospitalDirector
  2. NowPediaMetrixCo-founder
  3. 2004–2006Harvard UniversityPostdoctoral Fellow
  4. 2003–2005InriaExpert Engineer, Visiting Researcher

Education

  1. 2003University of OxfordDPhil in Medical Image Analysis
  2. 1998University of SibiuMS in Computer Science and MA in Cultural Studies

Sources and credits

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  1. Research Profile - Marius George Linguraru, DPhil, MA, MSc | Children's National Research and Innovation research.childrensnational.org. Checked 21 October 2026.
  2. EPIDAURE Project - Marius George Linguraru www-sop.inria.fr. Checked 21 October 2026.
  3. Leading AI Research that Improves Care for Children | Children's National Hospital Foundation foundation.childrensnational.org. Checked 21 October 2026.
  4. Machine learning tool detects the risk of genetic syndromes in children with diverse backgrounds | Children's National childrensnational.org. Checked 21 October 2026.
  5. MICCAI Society Announces New President. Our Sincere Appreciation to Past President. miccai.org. Checked 21 October 2026.
  6. Announcing the Recipients of the 2025 Enduring Impact Award and 2025 MICCAI Fellowships - MICCAI Society miccai.org. Checked 21 October 2026.
  7. Children’s National launches Division of AI Research to lead the future of artificial intelligence in pediatric medicine | Children's National childrensnational.org. Checked 21 October 2026.