Darya Taratynova
I'm a PhD student at the Technical University of Munich (TUM), working in Prof. Nassir Navab's CAMP lab, and a Munich Center for Machine Learning (MCML) fellow. Before that, I completed an MSc in Machine Learning at MBZUAI and a BSc in Mathematics (minor in Computer Science) at Nazarbayev University.
My research focuses on AI for healthcare, building models that can understand medical imaging.
projects
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01
EchoSonar
Large-scale echocardiography foundation model trained on 4M B-mode and Doppler ultrasound videos, using view-consistent video-text representation learning.
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02
TPA
Temporal Prompt Alignment for fetal congenital heart defect classification from ultrasound video. BMVC 2025.
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03
Forget-MI
Machine unlearning framework for forgetting multimodal patient information in clinical AI models. MICCAI 2025.
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04
CardioBench
Benchmark evaluating whether echocardiography foundation models generalize beyond the lab. Under review, IJCAI 2026.