Mingxuan Gu

2023

Journal Articles

• Thies M., Wagner F., Maul N., Folle L., Meier M., Rohleder M., Schneider LS., Pfaff L., Gu M., Utz J., Denzinger F., Manhart M., Maier A.:
  Gradient-based geometry learning for fan-beam CT reconstruction
  In: Physics in Medicine and Biology 68 (2023), Article No.: 205004
  ISSN: 0031-9155
  DOI: 10.1088/1361-6560/acf90e
  URL: https://iopscience.iop.org/article/10.1088/1361-6560/acf90e
  BibTeX: Download

Conference Contributions

• Raghunath A., Wagner F., Thies M., Gu M., Pechmann S., Aust O., Weidner D., Neag G., Schett G., Christiansen SH., Uderhardt S., Maier A.:
  Unsupervised Super Resolution in X-ray Microscopy using a Cycle-consistent Generative Model
  BVM Workshop Bildverarbeitung für die Medizin 2023 (Braunschweig, July 2, 2023 - July 4, 2023)
  In: Bildverarbeitung für die Medizin 2023 2023
  DOI: 10.1007/978-3-658-41657-7_19
  BibTeX: Download
• Wagner F., Thies M., Pfaff L., Maul N., Pechmann S., Gu M., Utz J., Aust O., Weidner D., Neag G., Uderhardt S., Choi JH., Maier A.:
  Noise2Contrast: Multi-contrast Fusion Enables Self-supervised Tomographic Image Denoising
  28th International Conference on Information Processing in Medical Imaging, IPMI 2023 (San Carlos de Bariloche, ARG, June 18, 2023 - June 23, 2023)
  In: Alejandro Frangi, Marleen de Bruijne, Demian Wassermann, Nassir Navab (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2023
  DOI: 10.1007/978-3-031-34048-2_59
  BibTeX: Download

2022

Journal Articles

• Wagner F., Thies M., Denzinger F., Gu M., Patwari M., Ploner S., Maul N., Pfaff L., Huang Y., Maier A.:
  Trainable joint bilateral filters for enhanced prediction stability in low-dose CT
  In: Scientific Reports 12 (2022), Article No.: 17540
  ISSN: 2045-2322
  DOI: 10.1038/s41598-022-22530-4
  BibTeX: Download
• Thies M., Wagner F., Huang Y., Gu M., Kling L., Pechmann S., Aust O., Grüneboom A., Schett G., Christiansen SH., Maier A.:
  Calibration by differentiation – Self-supervised calibration for X-ray microscopy using a differentiable cone-beam reconstruction operator
  In: Journal of Microscopy (2022)
  ISSN: 0022-2720
  DOI: 10.1111/jmi.13125
  BibTeX: Download
• Wagner F., Thies M., Gu M., Huang Y., Pechmann S., Patwari M., Ploner S., Aust O., Uderhardt S., Schett G., Christiansen SH., Maier A.:
  Ultra low‐parameter denoising: Trainable bilateral filter layers in computed tomography
  In: Medical Physics (2022)
  ISSN: 0094-2405
  DOI: 10.1002/mp.15718
  BibTeX: Download

Conference Contributions

• Gu M., Vesal S., Kosti RV., Maier A.:
  Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation
  German Workshop on Medical Image Computing, 2022 (Heidelberg, DEU, June 26, 2022 - June 28, 2022)
  In: Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2022
  DOI: 10.1007/978-3-658-36932-3_5
  BibTeX: Download
• Thies M., Wagner F., Gu M., Folle L., Felsner L., Maier A.:
  Learned Cone-Beam CT Reconstruction Using Neural Ordinary Differential Equations
  7th International Conference on Image Formation in X-Ray Computed Tomography (Baltimore, June 12, 2022 - June 16, 2022)
  In: Proceedings Volume 12304, 7th International Conference on Image Formation in X-Ray Computed Tomography; 1230409 (2022) 2022
  DOI: 10.1117/12.2646442
  BibTeX: Download
• Wagner F., Thies M., Karolczak M., Pechmann S., Huang Y., Gu M., Kling L., Weidner D., Aust O., Schett G., Christiansen S., Maier A.:
  Monte Carlo Dose Simulation for In-Vivo X-Ray Nanoscopy
  German Workshop on Medical Image Computing, 2022 (Heidelberg, DEU, June 26, 2022 - June 28, 2022)
  In: Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2022
  DOI: 10.1007/978-3-658-36932-3_22
  BibTeX: Download

2021

Journal Articles

• Vesal S., Gu M., Kosti RV., Maier A., Ravikumar N.:
  Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation
  In: IEEE transactions on medical imaging (2021)
  ISSN: 1558-254X
  DOI: 10.1109/TMI.2021.3066683
  BibTeX: Download

2020

Journal Articles

• Vesal S., Gu M., Maier A., Ravikumar N.:
  Spatio-temporal Multi-task Learning for Cardiac MRI Left Ventricle Quantification
  In: IEEE Journal of Biomedical and Health Informatics (2020)
  ISSN: 2168-2194
  DOI: 10.1109/JBHI.2020.3046449
  URL: https://ieeexplore.ieee.org/document/9302580
  BibTeX: Download