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Publications & preprints
Currently · Planning CV4CHL at CVPR 2026
Pediatric AI Research LabTrustworthy AI for the smallest patients.
PediaMed AI is a pediatric AI research lab building interpretable vision and multimodal models for early detection and clinician-readable explanations.
Pediatric medicine deserves the same generation of AI tools as oncology and radiology — designed for the bodies, faces, and rare diseases of children.
We are building them with clinicians, for children.
- — Interpretable
Every prediction comes with a faithful, clinician-readable explanation. No black boxes at the bedside.
- — Pediatric-first
Models trained, validated, and benchmarked on children — not adapted from adult datasets after the fact.
- — Open by default
Datasets, weights, and methods released openly. Knowledge belongs to the field.
From question to release.
- — 01 / Define
A pediatric clinical question, scoped with hospital and university collaborators.
- — 02 / Build
Vision and multimodal models with reference implementations and training recipes.
- — 03 / Validate
Calibration error, robustness checks, and — where applicable — clinician review.
- — 04 / Release
Datasets, weights, and methods released openly. Knowledge belongs to the field.
Three themes, one method.
Clinician-Defensible AI
Calibrated, Lipschitz-bounded transformers that know what they don't know. Uncertainty isn't a feature — it's a clinical requirement.
LRFormer · UAI 2023
Pediatric Behavioral & Vision Models
Vision transformers for facial and behavioral analysis — built to support, never replace, the clinical interview.
ViTASD · ICASSP 2023
Open Tools for Underserved Children
Open datasets and infant pose estimation released to any lab that needs them. Impact measured in children reached, not papers cited.
AggPose · IJCAI 2022
Workshops & clinical training.
CVPR 2026 · Computer Vision for Children (CV4CHL)
Workshop on computer vision for children's development, health, and education. Hosting the Children's Gait Competition.
Workshop site
ICLR 2025 · AI for Children (AI4CHL)
Workshop bringing pediatricians, psychologists, educators, and AI researchers together. Recap and gallery inside.
Workshop recap
Open to collaboration