Talks

Invited talks, keynotes, and conference presentations.

Oct
2024

MARIO: Monitoring Age-related Macular Degeneration Progression in OCT — Challenge Results

MICCAI 2024 · Marrakesh, Morocco

Presentation of the MARIO challenge results — an AMD progression monitoring benchmark in multi-modal OCT imaging, organised as a MICCAI 2024 satellite event.
invited
Oct
2024

LatiM: Longitudinal Representation Learning in Continuous-Time Models for Medical Image Analysis

MICCAI 2024 · Marrakesh, Morocco

We introduce LatiM, a continuous-time longitudinal representation learning model for predicting disease progression from irregular sequential medical images.
conference
Oct
2023

Longitudinal Self-Supervised Learning using Neural Ordinary Differential Equation

PRIME Workshop, MICCAI 2023 · Vancouver, Canada

Self-supervised longitudinal learning via Neural ODEs applied to retinal image sequences for diabetic retinopathy follow-up and progression prediction.
workshop
Oct
2023

LMT: Longitudinal Mixing Training for Disease Progression Prediction

MLMI Workshop, MICCAI 2023 · Vancouver, Canada

LMT enables predicting disease progression from a single image at inference time by leveraging longitudinal data mixing during training across multiple sources.
workshop
Sep
2022

Detection of Diabetic Retinopathy using Longitudinal Self-Supervised Learning

OMIA Workshop, MICCAI 2022 — Best Paper Award · Singapore

Longitudinal self-supervised learning approach applied to retinal fundus image sequences for automated diabetic retinopathy detection. Awarded Best Paper.
workshop