Oula Puonti

56 papers A* 1B 1Journal 39Unranked 14
YearRankTypeTitle / Venue / Authors
2026 J jnl
Harmonizing the stimulation dose of focal transcranial direct current stimulation across target sites.
NeuroImage
Axel Thielscher, Dayana Hayek, Oula Puonti, Ulrike Grittner, Felix Blankenburg, Rico Fischer, Gesa Hartwigsen, Shu-Chen Li, Marcus Meinzer, Michael A. Nitsche, Dagmar Timmann, Agnes Flöel, Daria Antonenko
2025 J jnl
"Recon-all-clinical": Cortical surface reconstruction and analysis of heterogeneous clinical brain MRI.
Medical Image Anal.
Karthik Gopinath, Douglas N. Greve, Colin G. Magdamo, Steven E. Arnold, Sudeshna Das, Oula Puonti, Juan Eugenio Iglesias
2025 J jnl
A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging.
CoRR
Peirong Liu, Oula Puonti, Xiaoling Hu, Karthik Gopinath, Annabel Sorby-Adams, Daniel C. Alexander, W. Taylor Kimberly, Juan Eugenio Iglesias
2025 J jnl
A lightweight generative model for interpretable subject-level prediction.
Medical Image Anal.
Chiara Mauri, Stefano Cerri, Oula Puonti, Mark Mühlau, Koen Van Leemput
2025 — conf
Conditional Diffusion Models for Guided Anomaly Detection in Brain MRI Using Fluid-Driven Anomaly Randomization.
DGM4MICCAI@MICCAI
Ana Lawry Aguila, Peirong Liu, Oula Puonti, Juan Eugenio Iglesias
2025 J jnl
Conditional diffusion models for guided anomaly detection in brain images using fluid-driven anomaly randomization.
CoRR
Ana Lawry Aguila, Peirong Liu, Oula Puonti, Juan Eugenio Iglesias
2025 J jnl
Deep generative priors for 3D brain analysis.
CoRR
Ana Lawry Aguila, Dina Zemlyanker, You Cheng, Sudeshna Das, Daniel C. Alexander, Oula Puonti, Annabel Sorby-Adams, W. Taylor Kimberly, Juan Eugenio Iglesias
2025 — conf
End-to-End Cortical Surface Reconstruction from Clinical Magnetic Resonance Images.
MLMI@MICCAI
Jesper Duemose Nielsen, Karthik Gopinath, Andrew Hoopes, Adrian V. Dalca, Colin G. Magdamo, Steven E. Arnold, Sudeshna Das, Axel Thielscher, Juan Eugenio Iglesias, Oula Puonti
2025 J jnl
End-to-end Cortical Surface Reconstruction from Clinical Magnetic Resonance Images.
CoRR
Jesper Duemose Nielsen, Karthik Gopinath, Andrew Hoopes, Adrian V. Dalca, Colin G. Magdamo, Steven E. Arnold, Sudeshna Das, Axel Thielscher, Juan Eugenio Iglesias, Oula Puonti
2025 J jnl
From Low Field to High Value: Robust Cortical Mapping from Low-Field MRI.
CoRR
Karthik Gopinath, Annabel Sorby-Adams, Jonathan Williams Ramirez, Dina Zemlyanker, Jennifer Guo, David Hunt, Christine L. Mac Donald, C. Dirk Keene, Timothy S. Coalson, Matthew F. Glasser, David C. Van Essen, Matthew S. Rosen, Oula Puonti, W. Taylor Kimberly, Juan Eugenio Iglesias
2025 J jnl
H-SynEx: Using synthetic images and ultra-high resolution ex vivo MRI for hypothalamus subregion segmentation.
Artif. Intell. Medicine
Lívia Rodrigues, Martina Bocchetta, Oula Puonti, Douglas N. Greve, Ana Carolina Londe, Marcondes França, Simone Appenzeller, Juan Eugenio Iglesias, Letícia Rittner
2025 A* conf
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging.
ICLR
Xiaoling Hu, Karthik Gopinath, Peirong Liu, Malte Hoffmann, Koen Van Leemput, Oula Puonti, Juan Eugenio Iglesias
2025 J jnl
Reference-Free 3D Reconstruction of Brain Dissection Photographs with Machine Learning.
CoRR
Lin Tian, Sean I. Young, Jonathan Williams Ramirez, Dina Zemlyanker, Lucas J. Deden-Binder, Rogeny Herisse, Theresa R. Connors, Derek H. Oakley, Bradley T. Hyman, Oula Puonti, Matthew S. Rosen, Juan Eugenio Iglesias
2025 J jnl
Scalable Segmentation for Ultra-High-Resolution Brain MR Images.
CoRR
Xiaoling Hu, Peirong Liu, Dina Zemlyanker, Jonathan Williams Ramirez, Oula Puonti, Juan Eugenio Iglesias
2025 J jnl
Towards quantitative intensity analysis of conventional T1-weighted images in multiple sclerosis.
NeuroImage
Tun Wiltgen, Julian McGinnis, Ronja C. Berg, Cui Ci Voon, Oula Puonti, Katrin Giglhuber, Carl Ganter, Claus Zimmer, Bernhard Hemmer, Benedikt Wiestler, Jan Kirschke, Christine Preibisch, Mark Mühlau
2024 — conf
Brain-ID: Learning Contrast-Agnostic Anatomical Representations for Brain Imaging.
ECCV (12)
Peirong Liu, Oula Puonti, Xiaoling Hu, Daniel C. Alexander, Juan Eugenio Iglesias
2024 J jnl
H-SynEx: Using synthetic images and ultra-high resolution ex vivo MRI for hypothalamus subregion segmentation.
CoRR
Lívia Rodrigues, Martina Bocchetta, Oula Puonti, Douglas N. Greve, Ana Carolina Londe, Marcondes França, Simone Appenzeller, Juan Eugenio Iglesias, Letícia Rittner
2024 J jnl
Hierarchical uncertainty estimation for learning-based registration in neuroimaging.
CoRR
Xiaoling Hu, Karthik Gopinath, Peirong Liu, Malte Hoffmann, Koen Van Leemput, Oula Puonti, Juan Eugenio Iglesias
2024 J jnl
High-resolution segmentations of the hypothalamus and its subregions for training of segmentation models.
CoRR
Lívia Rodrigues, Martina Bocchetta, Oula Puonti, Douglas N. Greve, Ana Carolina Londe, Marcondes França, Simone Appenzeller, Letícia Rittner, Juan Eugenio Iglesias
2024 J jnl
Learn2Synth: Learning Optimal Data Synthesis Using Hypergradients.
CoRR
Xiaoling Hu, Oula Puonti, Juan Eugenio Iglesias, Bruce Fischl, Yaël Balbastre
2024 — conf
P-Count: Persistence-Based Counting of White Matter Hyperintensities in Brain MRI.
TGI3@MICCAI
Xiaoling Hu, Annabel Sorby-Adams, Frederik Barkhof, W. Taylor Kimberly, Oula Puonti, Juan Eugenio Iglesias
2024 J jnl
P-Count: Persistence-based Counting of White Matter Hyperintensities in Brain MRI.
CoRR
Xiaoling Hu, Annabel Sorby-Adams, Frederik Barkhof, W. Taylor Kimberly, Oula Puonti, Juan Eugenio Iglesias
2024 — conf
PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for Brain MRI.
MICCAI (12)
Peirong Liu, Oula Puonti, Annabel Sorby-Adams, W. Taylor Kimberly, Juan Eugenio Iglesias
2024 J jnl
PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for Brain MRI.
CoRR
Peirong Liu, Oula Puonti, Annabel Sorby-Adams, William T. Kimberly, Juan Eugenio Iglesias
2024 — conf
Quantifying White Matter Hyperintensity and Brain Volumes in Heterogeneous Clinical and Low-Field Portable MRI.
ISBI
Pablo Laso, Stefano Cerri, Annabel Sorby-Adams, Jennifer Guo, Farrah Mateen, Philipp Goebl, Jiaming Wu, Peirong Liu, Hongwei Bran Li, Sean I. Young, Benjamin Billot, Oula Puonti, Gordon Sze, Sam Payabavash, Adam DeHavenon, Kevin N. Sheth, Matthew S. Rosen, John Kirsch, Nicola Strisciuglio, Jelmer M. Wolterink, Arman Eshaghi, Frederik Barkhof, W. Taylor Kimberly, Juan Eugenio Iglesias
2024 J jnl
Recon-all-clinical: Cortical surface reconstruction and analysis of heterogeneous clinical brain MRI.
CoRR
Karthik Gopinath, Douglas N. Greve, Colin G. Magdamo, Steven E. Arnold, Sudeshna Das, Oula Puonti, Juan Eugenio Iglesias
2024 — conf
Registration by Regression (RbR): A Framework for Interpretable and Flexible Atlas Registration.
WBIR
Karthik Gopinath, Xiaoling Hu, Malte Hoffmann, Oula Puonti, Juan Eugenio Iglesias
2024 J jnl
Registration by Regression (RbR): a framework for interpretable and flexible atlas registration.
CoRR
Karthik Gopinath, Xiaoling Hu, Malte Hoffmann, Oula Puonti, Juan Eugenio Iglesias
2023 J jnl
A Lightweight Causal Model for Interpretable Subject-level Prediction.
CoRR
Chiara Mauri, Stefano Cerri, Oula Puonti, Mark Mühlau, Koen Van Leemput
2023 J jnl
A head template for computational dose modelling for transcranial focused ultrasound stimulation.
NeuroImage
SeyedSina Hosseini, Oula Puonti, Bradley E. Treeby, Lars G. Hanson, Axel Thielscher
2023 J jnl
Anatomical details affect electric field predictions for non-invasive brain stimulation in non-human primates.
NeuroImage
Kathleen Mantell, Nipun D. Perera, Sina Shirinpour, Oula Puonti, Ting Xu, Jan Zimmermann, Arnaud Falchier, Sarah R. Heilbronner, Axel Thielscher, Alexander Opitz
2023 J jnl
Brain-ID: Learning Robust Feature Representations for Brain Imaging.
CoRR
Peirong Liu, Oula Puonti, Xiaoling Hu, Daniel C. Alexander, Juan Eugenio Iglesias
2023 J jnl
Evaluating the influence of anatomical accuracy and electrode positions on EEG forward solutions.
NeuroImage
Jesper Duemose Nielsen, Oula Puonti, Rong Xue, Axel Thielscher, Kristoffer Hougaard Madsen
2023 J jnl
Quantifying white matter hyperintensity and brain volumes in heterogeneous clinical and low-field portable MRI.
CoRR
Pablo Laso, Stefano Cerri, Annabel Sorby-Adams, Jennifer Guo, Farrah Mateen, Philipp Goebl, Jiaming Wu, Peirong Liu, Hongwei Li, Sean I. Young, Benjamin Billot, Oula Puonti, Gordon Sze, Sam Payabavash, Adam DeHavenon, Kevin N. Sheth, Matthew S. Rosen, John Kirsch, Nicola Strisciuglio, Jelmer M. Wolterink, Arman Eshaghi, Frederik Barkhof, W. Taylor Kimberly, Juan Eugenio Iglesias
2023 J jnl
SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining.
Medical Image Anal.
Benjamin Billot, Douglas N. Greve, Oula Puonti, Axel Thielscher, Koen Van Leemput, Bruce Fischl, Adrian V. Dalca, Juan Eugenio Iglesias
2022 — conf
Accurate and Explainable Image-Based Prediction Using a Lightweight Generative Model.
MICCAI (8)
Chiara Mauri, Stefano Cerri, Oula Puonti, Mark Mühlau, Koen Van Leemput
2022 J jnl
Mapping cortico-subcortical sensitivity to 4 Hz amplitude modulation depth in human auditory system with functional MRI.
NeuroImage
Søren Asp Fuglsang, Kristoffer H. Madsen, Oula Puonti, Jens Hjortkjær, Hartwig R. Siebner
2021 J jnl
A contrast-adaptive method for simultaneous whole-brain and lesion segmentation in multiple sclerosis.
NeuroImage
Stefano Cerri, Oula Puonti, Dominik S. Meier, Jens Wuerfel, Mark Mühlau, Hartwig R. Siebner, Koen Van Leemput
2021 J jnl
On the reconstruction of magnetic resonance current density images of the human brain: Pitfalls and perspectives.
NeuroImage
Hasan H. Eroglu, Oula Puonti, Cihan Göksu, Fróði Gregersen, Hartwig R. Siebner, Lars G. Hanson, Axel Thielscher
2021 J jnl
SynthSeg: Domain Randomisation for Segmentation of Brain MRI Scans of any Contrast and Resolution.
CoRR
Benjamin Billot, Douglas N. Greve, Oula Puonti, Axel Thielscher, Koen Van Leemput, Bruce Fischl, Adrian V. Dalca, Juan Eugenio Iglesias
2020 J jnl
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis.
CoRR
Stefano Cerri, Oula Puonti, Dominik S. Meier, Jens Wuerfel, Mark Mühlau, Hartwig R. Siebner, Koen Van Leemput
2020 J jnl
Accurate and robust whole-head segmentation from magnetic resonance images for individualized head modeling.
NeuroImage
Oula Puonti, Koen Van Leemput, Guilherme B. Saturnino, Hartwig R. Siebner, Kristoffer H. Madsen, Axel Thielscher
2020 J jnl
Value and limitations of intracranial recordings for validating electric field modeling for transcranial brain stimulation.
NeuroImage
Oula Puonti, Guilherme B. Saturnino, Kristoffer Hougaard Madsen, Axel Thielscher
2019 J jnl
A modality-adaptive method for segmenting brain tumors and organs-at-risk in radiation therapy planning.
Medical Image Anal.
Mikael Agn, Per Munck af Rosenschöld, Oula Puonti, Michael J. Lundemann, Laura Mancini, Anastasia Papadaki, Steffi Thust, John Ashburner, Ian Law, Koen Van Leemput
2019 — conf
Accurate anatomical head segmentations: a data set for biomedical simulations.
EMBC
Silvia Farcito, Oula Puonti, Hazael Montanaro, Guilherme B. Saturnino, Jesper Duemose Nielsen, Camilla Gøbel Madsen, Hartwig R. Siebner, Esra Neufeld, Niels Kuster, Bryn A. Lloyd, Axel Thielscher
2018 J jnl
A Modality-Adaptive Method for Segmenting Brain Tumors and Organs-at-Risk in Radiation Therapy Planning.
CoRR
Mikael Agn, Per Munck af Rosenschöld, Oula Puonti, Michael J. Lundemann, Laura Mancini, Anastasia Papadaki, Steffi Thust, John Ashburner, Ian Law, Koen Van Leemput
2018 — conf
An automatically generated texture-based atlas of the lungs.
Computer-Aided Diagnosis
Yashin Dicente Cid, Oula Puonti, Alexandra Platon, Koen Van Leemput, Henning Müller, Pierre-Alexandre Poletti
2018 J jnl
Automatic skull segmentation from MR images for realistic volume conductor models of the head: Assessment of the state-of-the-art.
NeuroImage
Jesper Duemose Nielsen, Kristoffer Hougaard Madsen, Oula Puonti, Hartwig R. Siebner, Christian Bauer, Camilla Gøbel Madsen, Guilherme B. Saturnino, Axel Thielscher
2018 J jnl
Head models of healthy and depressed adults for simulating the effects of non-invasive brain stimulation.
F1000Research
Nya Mehnwolo Boayue, Gábor Csifcsák, Oula Puonti, Axel Thielscher, Matthias Mittner
2018 B conf
Skull segmentation from MR scans using a higher-order shape model based on convolutional restricted Boltzmann machines.
Image Processing
Oula Puonti, Koen Van Leemput, Jesper Duemose Nielsen, Christian Bauer, Hartwig Roman Siebner, Kristoffer Hougaard Madsen, Axel Thielscher
2016 — —
Computational Analysis of Brain Images: Towards a Useful Tool in Clinical Practice.
Oula Puonti
2016 J jnl
Fast and sequence-adaptive whole-brain segmentation using parametric Bayesian modeling.
NeuroImage
Oula Puonti, Juan Eugenio Iglesias, Koen Van Leemput
2015 — conf
An Ensemble of 2D Convolutional Neural Networks for Tumor Segmentation.
SCIA
Mark Lyksborg, Oula Puonti, Mikael Agn, Rasmus Larsen
2015 — conf
Brain Tumor Segmentation Using a Generative Model with an RBM Prior on Tumor Shape.
Brainles@MICCAI
Mikael Agn, Oula Puonti, Per Munck af Rosenschöld, Ian Law, Koen Van Leemput
2015 — conf
Simultaneous Whole-Brain Segmentation and White Matter Lesion Detection Using Contrast-Adaptive Probabilistic Models.
Brainles@MICCAI
Oula Puonti, Koen Van Leemput
2013 — conf
Fast, Sequence Adaptive Parcellation of Brain MR Using Parametric Models.
MICCAI (1)
Oula Puonti, Juan Eugenio Iglesias, Koen Van Leemput