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Data Consistent Deep Rigid MRI Motion Correction


Jan 25, 2023
Nalini M. Singh, Neel Dey, Malte Hoffmann, Bruce Fischl, Elfar Adalsteinsson, Robert Frost, Adrian V. Dalca, Polina Golland

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* 13 pages, 5 figures, motion correction, magnetic resonance imaging, deep learning 

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Using Multiple Instance Learning to Build Multimodal Representations


Dec 11, 2022
Peiqi Wang, William M. Wells, Seth Berkowitz, Steven Horng, Polina Golland

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Less is More: Rethinking Few-Shot Learning and Recurrent Neural Nets


Sep 28, 2022
Deborah Pereg, Martin Villiger, Brett Bouma, Polina Golland

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Fast Auto-Differentiable Digitally Reconstructed Radiographs for Solving Inverse Problems in Intraoperative Imaging


Aug 26, 2022
Vivek Gopalakrishnan, Polina Golland

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* Published in Clinical Image-based Procedures (CLIP) workshop at MICCAI 2022 

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RadTex: Learning Efficient Radiograph Representations from Text Reports


Aug 05, 2022
Keegan Quigley, Miriam Cha, Ruizhi Liao, Geeticka Chauhan, Steven Horng, Seth Berkowitz, Polina Golland

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* Accepted to Resource Efficient Medical Image Analysis (REMIA) Workshop, MICCAI 2022 

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Automatic Segmentation of the Placenta in BOLD MRI Time Series


Aug 04, 2022
S. Mazdak Abulnaga, Sean I. Young, Katherine Hobgood, Eileen Pan, Clinton J. Wang, P. Ellen Grant, Esra Abaci Turk, Polina Golland

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* Accepted at MICCAI PIPPI 2022 

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SVoRT: Iterative Transformer for Slice-to-Volume Registration in Fetal Brain MRI


Jun 22, 2022
Junshen Xu, Daniel Moyer, P. Ellen Grant, Polina Golland, Juan Eugenio Iglesias, Elfar Adalsteinsson

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* Accepted by MICCAI 2022 

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Deep Learning on Implicit Neural Datasets


Jun 02, 2022
Clinton J. Wang, Polina Golland

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SUD: Supervision by Denoising for Medical Image Segmentation


Feb 07, 2022
Sean I. Young, Adrian V. Dalca, Enzo Ferrante, Polina Golland, Bruce Fischl, Juan Eugenio Iglesias

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* Author's manuscript for IEEE Trans. Pattern Anal. Mach. Intell 

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Symmetric Volume Maps


Feb 05, 2022
S. Mazdak Abulnaga, Oded Stein, Polina Golland, Justin Solomon

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