service
Workshop organization, reviewing, and professional engagement in medical imaging and AI.
Service as part of research leadership
I view service as part of building a healthy research field. Through workshop organization, peer review, and broader community engagement, I contribute to the standards, conversations, and collaborative structures that shape medical imaging and AI.
For me, service is not separate from scholarship. It is one way of helping define what kinds of questions matter, what standards of rigor we expect, and how emerging areas develop in intellectually productive directions.
Workshop organization
SASHIMI at MICCAI
Organizing committee member, 2024–2026
I help shape workshop programming, speaker selection, and community-building around self-supervised, generative, and broadly data-efficient methods in medical imaging.
Peer review
I review for leading journals and conferences spanning medical imaging, computer vision, and machine learning, including Proceedings of the IEEE, IEEE Transactions on Image Processing, ICLR, CVPR, MICCAI, MedNeurIPS, Scientific Reports, and the Journal of Medical Imaging.
Field citizenship, rigor, and intellectual community
Organizing and reviewing keep me engaged with emerging ideas while also sharpening my sense of what makes research genuinely useful, rigorous, and clearly communicated. That perspective carries directly into my own work and mentoring.
Staying close to emerging directions
Service helps me track where the field is moving, which problems are gaining momentum, and where important methodological gaps remain.
Supporting scientific standards
Careful review and workshop design help uphold standards of rigor, relevance, and clarity in areas where methods are evolving quickly.
Building the kind of community I value
I value research communities that are ambitious, generous, and intellectually serious. Service is one way I help contribute to that culture.