MM
Matthew J. Muckley
cs.CVcs.LGcs.AIeess.IVDeep LearningImage Processing, Computer-AssistedMagnetic Resonance Imagingcompressed sensingcs.CLstat.ML
On Valency
published · living versionsW_5352xgra·v1 · currentpublished
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI
with Jure Zbontar, Florian Knoll, Anuroop Sriram, Tullie Murrell +22
1 version
Preprints & journals
34 papers in the corpus · 2010–2026Advancing human-centric AI for robust X-ray analysis through holistic self-supervised learning.42754575 · Moutakanni, Théo, Bojanowski, Piotr, Chassagnon, Guillaume et al.2026 · 5 citationsNature communications. 2026;17(1)
MJEPA: A Simple and Scalable Joint-Embedding Predictive Architecture for Audio-Visual Learning2606.25225v1 · Revant Teotia, Adrien Bardes, Michael Rabbat et al.2026 · 0 citationsarXiv
V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning2603.14482v3 · Lorenzo Mur-Labadia, Matthew Muckley, Amir Bar et al.2026 · 8 citationsarXiv
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning2506.09985v1 · Mido Assran, Adrien Bardes, David Fan et al.2025 · 8 citationsarXiv
DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models2506.05108v1 · Revant Teotia, Candace Ross, Karen Ullrich et al.2025 · 1 citationarXiv
Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search2501.10479v1 · Daniel Severo, Giuseppe Ottaviano, Matthew Muckley et al.2025 · 0 citationsarXiv
Qinco2: Vector Compression and Search with Improved Implicit Neural Codebooks2501.03078v1 · Th'eophane Vallaeys, Matthew Muckley, Jakob Verbeek et al.2025 · 0 citationsarXiv
Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles2410.09303v2 · Buu Phan, Brandon Amos, Itai Gat et al.2024 · 0 citationsarXiv
Understanding and Mitigating Tokenization Bias in Language Models2406.16829v2 · Buu Phan, Marton Havasi, Matthew Muckley et al.2024 · 0 citationsarXiv
Consistency-diversity-realism Pareto fronts of conditional image generative models2406.10429v1 · Pietro Astolfi, Marlene Careil, Melissa Hall et al.2024 · 3 citationsarXiv
Accelerated MRI reconstructions via variational network and feature domain learning.38744904 · Giannakopoulos, Ilias I, Muckley, Matthew J, Kim, Jesi et al.2024 · 12 citationsScientific reports. 2024;14(1):10991
Residual Quantization with Implicit Neural Codebooks2401.14732v2 · Iris A. M. Huijben, Matthijs Douze, Matthew Muckley et al.2024 · 0 citationsarXiv
Towards image compression with perfect realism at ultra-low bitrates2310.10325v2 · Marlene Careil, Matthew J. Muckley, Jakob Verbeek et al.2023 · 19 citationsarXiv
Training-free Linear Image Inverses via Flows2310.04432v2 · Ashwini Pokle, Matthew J. Muckley, Ricky T. Q. Chen et al.2023 · 0 citationsTransactions on Machine Learning Research 2024
Improving Statistical Fidelity for Neural Image Compression with Implicit Local Likelihood Models2301.11189v3 · Matthew J. Muckley, Alaaeldin El-Nouby, Karen Ullrich et al.2023 · 19 citationsProceedings of the 40th International Conference on Machine Learning (2023) 25426-25443
Deep Learning Reconstruction Enables Prospectively Accelerated Clinical Knee MRI.36648347 · Johnson, Patricia M, Lin, Dana J, Zbontar, Jure et al.2023 · 124 citationsRadiology. 2023;307(2):e220425
Latent Discretization for Continuous-time Sequence Compression2212.13659v1 · Ricky T. Q. Chen, Matthew Le, Matthew Muckley et al.2022 · 0 citationsarXiv
Image Compression with Product Quantized Masked Image Modeling2212.07372v2 · Alaaeldin El-Nouby, Matthew J. Muckley, Karen Ullrich et al.2022 · 14 citationsarXiv
Exploring the Acceleration Limits of Deep Learning Variational Network-based Two-dimensional Brain MRI.36523647 · Radmanesh, Alireza, Muckley, Matthew J, Murrell, Tullie et al.2023 · 32 citationsRadiology. Artificial intelligence. 2022;4(6):e210313
On learning adaptive acquisition policies for undersampled multi-coil MRI reconstruction2203.16392v1 · Tim Bakker, Matthew Muckley, Adriana Romero-Soriano et al.2022 · 6 citationsarXiv
Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction.33929957 · Muckley, Matthew J, Riemenschneider, Bruno, Radmanesh, Alireza et al.2021 · 313 citationsIEEE transactions on medical imaging. 2021;40(9):2306-2317
COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction.33469559 · Sriram, Anuroop, Muckley, Matthew, Sinha, Koustuv et al.2023 · 36 citationsArXiv. 2021
Using Deep Learning to Accelerate Knee MRI at 3 T: Results of an Interchangeability Study.32755163 · Recht, Michael P, Zbontar, Jure, Sodickson, Daniel K et al.2021 · 177 citationsAJR. American journal of roentgenology. 2020;215(6):1421-1429
Advancing machine learning for MR image reconstruction with an open competition: Overview of the 2019 fastMRI challenge.32506658 · Knoll, Florian, Murrell, Tullie, Sriram, Anuroop et al.2021 · 264 citationsMagnetic resonance in medicine. 2020;84(6):3054-3070
fastMRI: A Publicly Available Raw k-Space and DICOM Dataset of Knee Images for Accelerated MR Image Reconstruction Using Machine Learning.32076662 · Knoll, Florian, Zbontar, Jure, Sriram, Anuroop et al.2021 · 416 citationsRadiology. Artificial intelligence. 2020;2(1):e190007
Image reconstruction for interrupted-beam x-ray CT on diagnostic clinical scanners.31258151 · Muckley, Matthew J, Chen, Baiyu, Vahle, Thomas et al.2020 · 10 citationsPhysics in medicine and biology. 2019;64(15):155007
SparseCT: System concept and design of multislit collimators.30980728 · Chen, Baiyu, Kobler, Erich, Muckley, Matthew J et al.2019 · 9 citationsMedical physics. 2019;46(6):2589-2599
Pancreas deformation in the presence of tumors using feature tracking from free-breathing XD-GRASP MRI.30854767 · Chitiboi, Teodora, Muckley, Matthew, Dane, Bari et al.2020 · 11 citationsJournal of magnetic resonance imaging : JMRI. 2019;50(5):1633-1640
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition1902.03051v1 · Zizhao Zhang, Adriana Romero, Matthew J. Muckley et al.2019 · 106 citationsarXiv
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI1811.08839v2 · Jure Zbontar, Florian Knoll, Anuroop Sriram et al.2018 · 587 citationsarXivon Valency
Estrogen depletion and drug treatment alter the microstructure of type I collagen in bone.28580393 · Cauble, Meagan A, Muckley, Matthew J, Fang, Ming et al.2023 · 11 citationsBone reports. 2016;5:243-251
Fast parallel MR image reconstruction via B1-based, adaptive restart, iterative soft thresholding algorithms (BARISTA).25330484 · Muckley, Matthew J, Noll, Douglas C, Fessler, Jeffrey A2015 · 31 citationsIEEE transactions on medical imaging. 2015;34(2):578-88
The morphological, material-level, and ash properties of turkey femurs from 3 different genetic strains during production.23091126 · Zhong, Z, Muckley, M, Agcaoglu, S et al.2012 · 11 citationsPoultry science. 2012;91(11):2736-46
Spectroscopic visualization of nanoscale deformation in bone: interaction of light with partially disordered nanostructure.21198144 · Xu, Zhengbin, Sun, Xuanhao, Liu, Jingjing et al.2011 · 17 citationsJournal of biomedical optics. 2010;15(6):060503
Career total: 47 works. 34 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.