Polina Golland

Computer Science · Physical Sciences

53h-index21.8kcitations415works2.02yr avg
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Research Topics

Medical Image Segmentation Techniques(118), Advanced Neuroimaging Techniques and Applications(55), Fetal and Pediatric Neurological Disorders(53), Functional Brain Connectivity Studies(46), Advanced MRI Techniques and Applications(46)

Publications414 total

Multi-stage CNN for Fast Registration of 3D Preoperative CTs to 2D Intraoperative X-Rays
Lecture notes in computer science·2026
Connecting Jensen-Shannon and Kullback-Leibler Divergences: A New Bound for Representation Learning
ArXiv.org·2025Open Access
PolyPose: Deformable 2D/3D Registration via Polyrigid Transformations.
PubMed·2025Open Access
Spatial Regularisation for Improved Accuracy and Interpretability in Keypoint-Based Registration
Lecture notes in computer science·2025Open Access
Fetuses Made Simple: Modeling and Tracking of Fetal Shape and Pose
Lecture notes in computer science·2025
Robust Fetal Pose Estimation Across Gestational Ages via Cross-Population Augmentation
Lecture notes in computer science·2025· 1 cited
Spatiotemporal changes in the uterus during non-labor contractions
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Deep-ERx2: Deep Learning Reconstruction for fast high-resolution non-Cartesian Compressed-Sensing MR Spectroscopic Imaging at 3T and 7T
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
3D fetal head pose estimation from MRI navigators with equivariant networks
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Incorporating realistic fetal motion into RF safety assessment of fetal MRI
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Robust Fetal Pose Estimation across Gestational Ages via Cross-Population Augmentation
arXiv (Cornell University)·2025Open Access
PolyPose: Deformable 2D/3D Registration via Polyrigid Transformations
ArXiv.org·2025Open Access
Rapid patient-specific neural networks for intraoperative X-ray to volume registration.
PubMed·2025Open Access
Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging
NeuroImage·2025· 1 citedOpen Access
Differentiable Voxel-based X-ray Rendering Improves Sparse-View 3D CBCT Reconstruction
arXiv (Cornell University)·2024· 1 citedOpen Access
Learning General-Purpose Biomedical Volume Representations using Randomized Synthesis
arXiv (Cornell University)·2024· 1 citedOpen Access
Geo-UNet: A Geometrically Constrained Neural Framework for Clinical-Grade Lumen Segmentation in Intravascular Ultrasound
Lecture notes in computer science·2024
SpaER: Learning Spatio-temporal Equivariant Representations for Fetal Brain Motion Tracking
Lecture notes in computer science·2024
Calibrating Expressions of Certainty
arXiv (Cornell University)·2024Open Access
Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging
arXiv (Cornell University)·2024Open Access
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Frequent Co-authors

Bruce Fischl(8), Bjoern Menze(6), Nicholas Ayache(6), Danial Lashkari(6), Koen Van Leemput(6), Mert R. Sabuncu(6), B.T. Thomas Yeo(6), W. Eric L. Grimson(5), Ron Kikinis(5), Marc‐André Weber(4), Anne E. Carpenter(4), Thouis R. Jones(4), Martha E. Shenton(4), Hervé Delingette(3), Tammy Riklin Raviv(3), David M. Sabatini(3), Tom Vercauteren(3), Daniel C. Alexander(3), Georg Langs(3), P. Ellen Grant(3)