Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data

Author:

Lahiri Anish1ORCID,Maliakal Gabriel2ORCID,Klasky Marc L.3,Fessler Jeffrey A.1ORCID,Ravishankar Saiprasad4ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, University of Michigan, Ann Arbor, MI, USA

2. Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, MI, USA

3. Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM, USA

4. Department of Computational Mathematics, Science and Engineering, and the Department of Biomedical Engineering, Michigan State University, East Lansing, MI, USA

Funder

National Nuclear Security Administration

Los Alamos National Laboratory

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computational Mathematics,Computer Science Applications,Signal Processing

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2. Joint reconstruction algorithm: combining synchrotron radiation with conventional X-ray computed tomography for improved imaging;Optics Express;2024-06-10

3. Deep-Learning Uncertainty Estimation for Data-Consistent Breast Tomosynthesis Reconstruction;2024 IEEE International Symposium on Biomedical Imaging (ISBI);2024-05-27

4. Low-Dose Cone Beam CT Reconstruction by Deep Neural Network for Image-Guided Radiation Therapy;2023 International Annual Conference on Complex Systems and Intelligent Science (CSIS-IAC);2023-10-20

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