Deep Convolutional Neural Network for Inverse Problems in Imaging

• Deep image prior for photoacoustic tomography can mitigate limited-view artifacts

  2026 Applied Mathematics for Modern Challenges article Engineering Photoacoustic and Ultrasonic Imaging Open access

  0

  citations
• Compensating Streak Artifacts in Sparse-View Inline Industrial CT for Accurate Metrology using Self-Supervised Optimization of Implicit Neural Volume Representations

  2025 Journal of Nondestructive Evaluation article Engineering Advanced X-ray and CT Imaging Open access

  4

  citations
• Benchmarking learned algorithms for computed tomography image reconstruction tasks

  2025 Applied Mathematics for Modern Challenges article Medicine Medical Imaging Techniques and Applications Open access

  5

  citations
• Learned radio interferometric imaging for varying visibility coverage

  2025 RAS Techniques and Instruments article Physics and Astronomy Radio Astronomy Observations and Technology Open access

  1

  citations
• Improving the Timing Resolution of Positron Emission Tomography Detectors Using Boosted Learning—A Residual Physics Approach

  2023 IEEE Transactions on Neural Networks and Learning Systems article Physics and Astronomy Radiation Detection and Scintillator Technologies Open access

  24

  citations
• Cycloidal CT with CNN-based sinogram completion and in-scan generation of training data

  2022 Scientific Reports article Medicine Medical Imaging Techniques and Applications Open access

  5

  citations
• Deep neural-network based optimization for the design of a multi-element surface magnet for MRI applications

  2022 Inverse Problems article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent

  5

  citations
• Foam-like phantoms for comparing tomography algorithms

  2021 Journal of Synchrotron Radiation article Physics and Astronomy Advanced X-ray Imaging Techniques Open access

  18

  citations
• Deep denoising for multi-dimensional synchrotron X-ray tomography without high-quality reference data

  2021 Scientific Reports article Computer Science Image and Signal Denoising Methods Open access

  51

  citations
• Quantitative Comparison of Deep Learning-Based Image Reconstruction Methods for Low-Dose and Sparse-Angle CT Applications

  2021 Journal of Imaging article Medicine Medical Imaging Techniques and Applications Open access

  53

  citations
• Deep learning-based denoising for improved dose efficiency in EDX tomography of nanoparticles

  2021 Nanoscale article Biochemistry, Genetics and Molecular Biology Advanced Electron Microscopy Techniques and Applications Open access

  28

  citations
• A Computationally Efficient Reconstruction Algorithm for Circular Cone-Beam Computed Tomography Using Shallow Neural Networks

  2020 Journal of Imaging article Medicine Medical Imaging Techniques and Applications Open access

  1

  citations

12 results