Oula Puonti

4 papers · 2024–2025 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🚀 Conference Pioneer

Venues

ECCV (1) ICCV (1) ICLR (1) MICCAI (1)

Top co-authors

Peirong Liu (3) Xiaoling Hu (3) Juan Eugenio Iglesias (2) Juan E. Iglesias (2) Malte Hoffmann (1) Karthik Gopinath (1) Daniel C. Alexander (1) Koen Van Leemput (1) Annabel Sorby-Adams (1) Xiangrui Zeng (1)

Research topics

Machine Learning (2) Computer Vision (1) Deep Learning (1) Healthcare & Medicine (1) Application Areas (1) Clinical (1) Core Methods (1) Domain-Specific (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Models (1) Optimization & Theory (1)

Keywords

deep learning (1) domain randomization (1) image registration (1) brain image segmentation (1) gaussian distribution (1) synthetic data (1) uncertainty estimation (1) data synthesis (1) monte carlo dropout (1) image augmentation (1) brain mri (1) hypergradient optimization (1)

Papers

Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging ICLR 2025 Learn2Synth: Learning Optimal Data Synthesis Using Hypergradients for Brain Image Segmentation ICCV 2025 Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain Imaging ECCV 2024 PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for Brain MRI MICCAI 2024