Dr.-Ing. Yixing Huang, Dr.-Ing.
- 2016.6-2020.2 PhD at Pattern Recognition Lab, Department of Computer Science 5, FAU, Erlangen, Germany
- 2014.3-2016.5 Master of Medical Engineering, Department of Computer Science 5, FAU, Erlangen, Germany
- 2013.7-2014.2 Research assistant at Dept. of Biomedical Engineering, College of Engineering, Peking University, China.
- 2009.9-2013.7 Bachelor at Dept. of Biomedical Engineering, College of Engineering, Peking University, China.
Limited angle tomography at Innovation Group of Siemens Healthcare.
4-D nanoSCOPE: Advancing osteoporosis medicine by observing bone microstructure and remodelling using a four-dimensional nanoscope
2020
Journal Articles
Appearance Learning for Image-based Motion Estimation in Tomography
In: IEEE Transactions on Medical Imaging (2020)
ISSN: 0278-0062
DOI: 10.1109/TMI.2020.3002695
BibTeX: Download
, , , , , , , :
Limited Angle Tomography for Transmission X-Ray Microscopy Using Deep Learning
In: Journal of Synchrotron Radiation (2020)
ISSN: 0909-0495
DOI: 10.1107/S160057752000017X
URL: https://onlinelibrary.wiley.com/iucr/doi/10.1107/S160057752000017X
BibTeX: Download
, , , :
Conference Contributions
Field of View Extension in Computed Tomography Using Deep Learning Prior
Bildverarbeitung für die Medizin (Berlin, March 15, 2020 - March 17, 2020)
In: Andreas Maier, Klaus Hermann Maier-Hein, Thomas Martin Deserno, Heinz Handels, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin: Algorithmen – Systeme – Anwendungen 2020
URL: https://arxiv.org/abs/1911.01178
BibTeX: Download
, , , :
Robustness Investigation on Deep Learning CT Reconstruction for Real-Time Dose Optimization
2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (, October 31, 2020 - November 7, 2020)
In: Robustness Investigation on Deep Learning CT Reconstruction for Real-Time Dose Optimization 2020
BibTeX: Download
, , , , , :
Thesis
Consistency Conditions, Compressed Sensing and Machine Learning for Limited Angle Tomography (Dissertation, 2020)
URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/13203
BibTeX: Download
:
2019
Journal Articles
Robust mixed one-bit compressive sensing
In: Signal Processing 162 (2019), p. 161-168
ISSN: 0165-1684
DOI: 10.1016/j.sigpro.2019.04.011
BibTeX: Download
, , , , , , :
Conference Contributions
Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior
MICCAI MLMIR (Shenzhen, China, October 17, 2019 - October 17, 2019)
In: Knoll, Florian and Maier, Andreas and Rueckert, Daniel and Ye, Jong Chul (ed.): Machine Learning for Medical Image Reconstruction, Cham: 2019
DOI: 10.1007/978-3-030-33843-5_10
URL: https://link.springer.com/chapter/10.1007/978-3-030-33843-5_10
BibTeX: Download
, , , , , :
2018
Journal Articles
Traditional machine learning for limited angle tomography
In: International Journal of Computer Assisted Radiology and Surgery 8/2018 (2018), p. 1-9
ISSN: 1861-6410
DOI: 10.1007/s11548-018-1851-2
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Huang18-TML_IJCARS.pdf
BibTeX: Download
, , , , :
Deep Learning Computed Tomography: Learning Projection-Domain Weights from Image Domain in Limited Angle Problems
In: IEEE Transactions on Medical Imaging 37 (2018), p. 1454-1463
ISSN: 0278-0062
DOI: 10.1109/TMI.2018.2833499
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Wurfl18-DLC.pdf
BibTeX: Download
, , , , , , :
Scale-Space Anisotropic Total Variation for Limited Angle Tomography
In: IEEE Transactions on Radiation and Plasma Medical Sciences 2 (2018), p. 307-314
ISSN: 2469-7311
DOI: 10.1109/TRPMS.2018.2824400
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Huang18-SAT.pdf
BibTeX: Download
, , , , , :
Conference Contributions
Papoulis-Gerchberg Algorithms for Limited Angle Tomography Using Data Consistency Conditions
the 5th International Conference on Image Formation in X-ray Computed Tomography (Salt Lake City, Utah, the USA, May 20, 2018 - May 23, 2018)
In: Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography, Salt Lake City, Utah, the USA: 2018
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Huang18-PAF.pdf
BibTeX: Download
, , , , :
Traditional Machine Learning Techniques for Streak Artifact Reduction in Limited Angle Tomography
Bildverarbeitung für die Medizin 2018 (Erlangen, March 11, 2018 - March 13, 2018)
In: Andreas Maier,Thomas M. Deserno, Heinz Handels, Klaus Hermann Maier-Hein, Christoph Palm,Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2018 Algorithmen - Systeme - Anwendungen, Springer: 2018
DOI: 10.1007/978-3-662-56537-7
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Huang18-TML.pdf
BibTeX: Download
, , , , :
Dose Reduction for Historical Books Digitization by 3-D X-Ray CT
8th Conference on Industrial Computed Tomography (iCT) 2018 (Wels, Austria)
In: Proceedings of 8th Conference on Industrial Computed Tomography (iCT 2018) 2018
BibTeX: Download
, , , , , , :
Some Investigations on Robustness of Deep Learning in Limited Angle Tomography
21st International Conference on Medical Image Computing & Computer Assisted Intervention (Granada, Spain)
In: Proceedings of the 21st International Conference on Medical Image Computing & Computer Assisted Intervention 2018
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Huang18-SIO.pdf
BibTeX: Download
, , , , , :
2017
Journal Articles
Restoration of Missing Data in Limited Angle Tomography Based on Helgason-Ludwig Consistency Conditions
In: Biomedical Physics and Engineering Express 3 (2017), p. 035015
ISSN: 2057-1976
DOI: 10.1088/2057-1976/aa71bf
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Huang17-ROM.pdf
BibTeX: Download
, , , , , , , :
Conference Contributions
Streak Artifact Reduction in Limited Angle Tomography Using Machine Learning
3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie (Magdeburg, Germany, November 6, 2017 - November 7, 2017)
In: 3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Huang17-SAR.pdf
BibTeX: Download
, , , , :
Restoration of Missing Data in Limited Angle Tomography Based on Consistency Conditions
The 14th International Meeting on Fully Three‐Dimensional Image Reconstruction in Radiology and Nuclear Medicine (Xi'an, China, June 18, 2017 - June 23, 2017)
In: Ge Wang and Xuanqin Mou (ed.): The 14th International Meeting on Fully Three‐Dimensional Image Reconstruction in Radiology and Nuclear Medicine 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Huang17-ROM.pdf
BibTeX: Download
, , , , , :
Overexposure Correction by Mixed One-bit Compressive Sensing for C-Arm CT
Bildverarbeitung für die Medizin 2017 (Heidelberg, March 12, 2017 - March 14, 2017)
In: Klaus Hermann Maier-Hein, geb. Fritzsche, Thomas Martin Deserno, geb. Lehmann, Heinz Handels,Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin: Algorithmen-Systeme-Anwendungen, Berlin: 2017
DOI: 10.1007/978-3-662-54345-0
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Huang17-OCB.pdf
BibTeX: Download
, , , , :
2016
Conference Contributions
A New Scale Space Total Variation Algorithm for Limited Angle Tomography
CT-Meeting 2016 (Bamberg, Germany, April 13, 2016 - April 16, 2016)
In: Marc Kachelrieß (ed.): CT-Meeting 2016 Proceedings (The 4th International Meeting on Image Formation in X-Ray Computed Tomography) 2016
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Huang16-ANS.pdf
BibTeX: Download
, , , , , :
Comparison of SART and eTV Reconstruction for increased C-arm CT Volume Coverage by proper Detector Rotation in Liver Imaging
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) (Prague, April 13, 2016 - April 16, 2016)
In: Proceedings of the 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro 2016
DOI: 10.1109/ISBI.2016.7493337
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Stromer16-COS.pdf
BibTeX: Download
, , , , , , :
Image Quality Analysis of Limited Angle Tomography Using the Shift-Variant Data Loss Model
Bildverarbeitung für die Medizin (Berlin, March 13, 2016 - March 15, 2016)
In: Bildverarbeitung für die Medizin 2016 2016
DOI: 10.1007/978-3-662-49465-3_49
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Huang16-IQA.pdf
BibTeX: Download
, , , , , , , :
A NEW WEIGHTED ANISOTROPIC TOTAL VARIATION ALGORITHM FOR LIMITED ANGLE TOMOGRAPHY
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) (Prague, April 13, 2016 - April 16, 2016)
In: the 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro 2016
DOI: 10.1109/ISBI.2016.7493336
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Huang-ANW.pdf
BibTeX: Download
, , , , , :
Make the Most of Time: Temporal Extension of the iTV Algorithm for 4D Cardiac C-Arm CT
Bildverarbeitung für die Medizin 2016 (Berlin)
In: Bildverarbeitung für die Medizin 2016, Berlin Heidelberg: 2016
DOI: 10.1007/978-3-662-49465-3_31
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Haase16-MTM.pdf
BibTeX: Download
, , , , , , :
Project Flat-Panel CT Reconstruction [ProjFCR] 2020SS