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Golland, Polina

  1. Fast Auto-Differentiable Digitally Reconstructed Radiographs for Solving Inverse Problems in Intraoperative Imaging
    2022/08/26 by Vivek Gopalakrishnan, Gopalakrishnan, Vivek, Polina Golland +1 · 13 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  2. Interpolating between Images with Diffusion Models
    2023/07/24 by Clinton Wang, Polina Golland, Wang, Clinton J. +1 · 12 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Image Processing Techniques
  3. Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes\n from clinical MRI exams with scans of different orientation, resolution and\n contrast
    2020/12/24 by Juan Eugenio Iglesias, Benjamin Billot, Iglesias, Juan Eugenio +15 · 8 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  4. Learning General-Purpose Biomedical Volume Representations using Randomized Synthesis
    2024/11/04 by Neel Dey, Dey, Neel, Benjamin Billot +13 · 12 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning and Data Classification
  5. Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary\n Edema Assessment
    2020/08/22 by Geeticka Chauhan, Chauhan, Geeticka, Ruizhi Liao +15 · 4 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare
  6. Fully Convolutional Slice-to-Volume Reconstruction for Single-Stack MRI
    2023/12/05 by Young, Sean I., Balbastre, Yaël, Fischl, Bruce +2 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  7. SVoRT: Iterative Transformer for Slice-to-Volume Registration in Fetal Brain MRI
    2022/06/22 by Xu, Junshen, Moyer, Daniel, Grant, P. Ellen +3 · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  8. Equivariant Filters for Efficient Tracking in 3D Imaging
    2021/03/18 by Moyer, Daniel, Turk, Esra Abaci, Grant, P Ellen +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM)
  9. Diversity Measurement and Subset Selection for Instruction Tuning Datasets
    2024/02/04 by Peiqi Wang, Wang, Peiqi, Yikang Shen +11 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Online Learning and Analytics
  10. 3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative Modeling of Three-Dimensional Medical Images
    2021/07/20 by Hong, Sungmin, Marinescu, Razvan, Dalca, Adrian V. +4 · 2 citations
    #68T07 (Primary) 68T01 (Secondary) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #I.2 #I.4 #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  11. DEMI: Discriminative Estimator of Mutual Information
    2020/10/05 by Ruizhi Liao, Liao, Ruizhi, Daniel Moyer +5 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  12. Rapid patient-specific neural networks for intraoperative X-ray to volume registration
    2025/03/20 by Gopalakrishnan, Vivek, Dey, Neel, Chlorogiannis, David-Dimitris +5 · 5 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Medical Physics (physics.med-ph) #electronic engineering #information engineering
  13. Fetal Pose Estimation in Volumetric MRI using a 3D Convolution Neural Network
    2019/07/10 by Junshen Xu, Molin Zhang, Xu, Junshen +13 · 2 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Neonatal and fetal brain pathology #electronic engineering #information engineering
  14. A Feature-Driven Active Framework for Ultrasound-Based Brain Shift Compensation
    2018/03/20 by Jie Luo, Matt Toews, Luo, Jie +23 · 1 citation
    Computer Science · Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis #Surgical Simulation and Training
  15. Calibrating Expressions of Certainty
    2024/10/06 by Peiqi Wang, Wang, Peiqi, Lam, Barbara D. +12 · 3 citations
    Computer Science · #AI-based Problem Solving and Planning #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Data Consistent Deep Rigid MRI Motion Correction
    2023/01/25 by Nalini M. Singh, Nalini Singh, Neel Dey +14 · 1 voice · 1 citation
    Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
  17. STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning
    2021/06/23 by Xu, Junshen, Turk, Esra Abaci, Grant, P. Ellen +2 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  18. Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels
    2021/12/13 by Hong, Sungmin, Bonkhoff, Anna K., Hoopes, Andrew +6 · 1 citation
    #68T07 (Primary) 92C55 #94A08 (Secondary) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #I.2 #I.2.1 #I.4 #I.4.6 #I.5.1 #I.5.4 #Image and Video Processing (eess.IV) #J.3 #Machine Learning (cs.LG) #electronic engineering #information engineering
  19. Differentiable Voxel-based X-ray Rendering Improves Sparse-View 3D CBCT Reconstruction
    2024/11/28 by Vivek Gopalakrishnan, Momeni, Mohammadhossein, Neel Dey +6 · 2 citations
    Medicine · Physics and Astronomy · #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #Advanced Radiotherapy Techniques
  20. Harmonization and the Worst Scanner Syndrome
    2021/01/15 by Moyer, Daniel, Golland, Polina · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
  21. Enhanced detection of fetal pose in 3D MRI by Deep Reinforcement Learning with physical structure priors on anatomy
    2020/07/16 by Zhang, Molin, Xu, Junshen, Turk, Esra Abaci +3 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  22. AnyStar: Domain randomized universal star-convex 3D instance segmentation
    2023/07/13 by Dey, Neel, Abulnaga, S. Mazdak, Billot, Benjamin +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. SpaER: Learning Spatio-temporal Equivariant Representations for Fetal Brain Motion Tracking
    2024/07/29 by Jian Wang, Wang, Jian, Razieh Faghihpirayesh +5 · 1 citation
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Neonatal and fetal brain pathology #electronic engineering #information engineering
  24. Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging
    2024/09/26 by Paul Weiser, Georg Langs, Weiser, Paul +25 · 1 citation
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #electronic engineering #information engineering