Publications

Journal Papers (arXiv)

• High-fidelity Direct Contrast Synthesis from Magnetic Resonance Fingerprinting
  Ke Wang, Mariya Doneva, Jakob Meineke, Thomas Amthor, Ekin Karasan, Fei Tan, Jonathan I. Tamir, Stella X. Yu, Michael Lustig
  arXiv preprint arXiv:2212.10817

• High Fidelity Deep Learning-based MRI Reconstruction with Instance-wise Discriminative Feature Matching Loss
  Ke Wang, Jonathan I Tamir, Alfredo De Goyeneche, Uri Wollner, Rafi Brada, Stella Yu, Michael Lustig
  Magnetic Resonance in Medicine.

• Implicit data crimes: Machine learning bias arising from misuse of public data
  Efrat Shimron, Jonathan I Tamir, Ke Wang, Michael Lustig
  arXiv preprint arXiv:2109.08237 Proceedings of the National Academy of Sciences, 119(13), e2117203119.

• Memory-efficient Learning for High-Dimensional MRI Reconstruction (Accepted by MICCAI 2021)
  Ke Wang, Michael Kellman, Christopher M. Sandino, Kevin Zhang, Shreyas S. Vasanawala, Jonathan I. Tamir, Stella X. Yu, Michael Lustig
  arXiv preprint arXiv:2103.04003

• OUTCOMES: Rapid Under-sampling Optimization achieves up to 50% improvements in reconstruction accuracy for multi-contrast MRI sequences
  Ke Wang, Enhao Gong, Yuxin Zhang, Suchadrima Banerjee, Greg Zaharchuk, John Pauly
  arXiv preprint arXiv:2103.04556

• CG‐SENSE revisited: Results from the first ISMRM reproducibility challenge
  Oliver Maier, Steven H. Baete, Alexander Fyrdahl, Kerstin Hammernik, Seb Harrevelt, Lars Kasper, Agah Karakuzu, Michael Loecher, Franz Patzig, Ye Tian, Ke Wang, Daniel Gallichan, Martin Uecker, Florian Knoll
  Magnetic Resonance in Medicine, 85(4), 1821-1839

• Reconstruction and Registration of Large-Scale Medical Scene Using Point Clouds Data from Different Modalities
  Ke Wang, Han Song, Jiahui Zhang, Xinran Zhang, and Hongen Liao
  arXiv preprint arXiv:1809.01318

• Computational MRI With Physics-Based Constraints: Application to Multicontrast and Quantitative Imaging
  Jonathan I. Tamir, Frank Ong, Suma Anand, Ekin Karasan, Ke Wang, Michael Lustig
  IEEE Signal Processing Magazine, 37(1), 94-104.

Conference

• Rigorous Uncertainty Estimation for MRI Reconstruction
  Ke Wang, Anastasios Angelopoulos, Alfredo De Goyeneche, Amit Kohli, Efrat Shimron, Stella X. Yu, Jitendra Malik, Michael Lustig
  In proceedings of the 31th ISMRM Annual Meeting and Exhibition, United Kingdom, 2022 (Oral)

• ResoNet: Physics Informed Deep Learning based Off-Resonance Correction Trained on Synthetic Data
  Alfredo De Goyeneche, Shreya Ramachandran, Ke Wang, Ekin Karasan, Stella X. Yu, Michael Lustig
  In proceedings of the 31th ISMRM Annual Meeting and Exhibition, United Kingdom, 2022 (Oral)

• BladeNet: Rapid PROPELLER Acquisition and Reconstruction for High spatio-temporal Resolution Abdominal MRI
  Efrat Shimron, Alfredo De Goyeneche, Ke Wang, Ali B. Syed, Shreyas Vasanawala, Michael Lustig
  In proceedings of the 31th ISMRM Annual Meeting and Exhibition, United Kingdom, 2022 (Oral)

• Memory-efficient Learning for Highdimensional MR Reconstruction
  Ke Wang, Michael Kellman, Christopher Sandino, Kevin Zhang, Shreyas S. Vasanawala, Jonathan I. Tamir, Stella X. Yu and Michael Lustig
  In proceedings of the 30th ISMRM Annual Meeting and Exhibition, Canada, 2021

• Subtle Inverse Crimes: Naively using publicly available images could make reconstruction results seem misleadingly better!
  Efrat Shimron, Jonathan I. Tamir, Ke Wang and Michael Lustig
  In proceedings of the 30th ISMRM Annual Meeting and Exhibition, Canada, 2021 (Oral)

• A Gpu-accelerated Extended Phase Graph Algorithm for Differentiable Optimization and Learning
  Somnath Rakshit, Ke Wang, and Jonathan I. Tamir
  In proceedings of the 30th ISMRM Annual Meeting and Exhibition, Canada, 2021

• DSLR+: Enhancing Deep Subspace Learning Reconstruction for High-dimensional MRI
  Christopher Sandino, Frank Ong, Ke Wang, Michael Lustig and Shreyas S. Vasanawala.
  In proceedings of the 30th ISMRM Annual Meeting and Exhibition, Canada, 2021 (Oral)

• High-Fidelity Reconstruction with Instance-wise Discriminative Feature Matching Loss
  Ke Wang, Jonathan I. Tamir, Stella X. Yu, Michael Lustig
  In proceedings of the 29th ISMRM Annual Meeting and Exhibition, France, 2020 (Oral)

• High Fidelity Direct-Contrast Synthesis from Magnetic Resonance Fingerprinting in Diagnostic Imaging
  Ke Wang, Mariya Doneva, Thomas Amthor, Vera C. Keil, Ekin Karasan, Fei Tan, Jonathan I. Tamir, Stella X. Yu, Michael Lustig
  In proceedings of the 29th ISMRM Annual Meeting and Exhibition, France, 2020 (Oral)

• Non-Invasive Remote Temperature Monitoring Using Microwave-Induced Thermoacoustic Imaging
  Hao Nan, Aidan Fitzpatrick, Ke Wang, Amin Arbabian
  2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Berlin, Germany, 2019, pp. 6375-6378. (Oral)

• Unsupervised Learning for Improved Fidelity Multi-contrast MRI
  Ke Wang, Frank Ong, Jonathan I Tamir, and Michael Lustig
  In proceedings of the 28th ISMRM Annual Meeting and Exhibition, Canada, 2019

• Real-time Personalized Acquisition Optimization: 30%-50% reconstruction improvements from a 10-second undersampling optimization
  Ke Wang, Enhao Gong, Suchandrima Banerjee, John M Pauly, and Greg Zaharchunkt
  In proceedings of the 27th ISMRM Annual Meeting and Exhibition, France, 2018

• Ultrafast Temperature Estimation from Undersampled K-space for MR Guided Microwave Ablation
  Ke Wang, Zijing Dong, Fuyixue Wang, Bingyao Chen, Jiafei Yang, Xing Wei, and Kui Ying
  In proceedings of the 27th ISMRM Annual Meeting and Exhibition, France, 2018

• Fast Temperature Estimation Using Golden Angle Radial from Undersampled K-space for MR Guided Microwave Ablation
  Ke Wang, Zijing Dong, Fuyixue Wang, Bingyao Chen, Jiafei Yang, Xing Wei, and Kui Ying
  In proceedings of the 26th ISMRM Annual Meeting and Exhibition, USA, 2017