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Automated reference-free assessment of MR image quality using an active learning approach: Comparison of Support Vector Machine versus Deep Neural Network classification

S. Gatidis, A. Liebgott, M. Schwartz, P. Martirosian, F. Schick, K. Nikolaou, B. Yang, and T. Küstner. Proceedings of the International Society for Magnetic Resonance in Medicine (ISMRM), Honolulu, Hawaii, USA, (April 2017)

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Simon Schick University of Stuttgart

Theresa Helen Fritz University of Stuttgart

Prof. Dr. Fritz Aldinger University of Stuttgart

Jonas Fritz University of Stuttgart

Dr. Gisela Fritz University of Stuttgart

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Retrospective motion correction using deep learningT. Küstner, B. Yang, F. Schick, S. Gatidis, and K. Armanious. Proceedings of the International Society for Magnetic Resonance in Medicine (ISMRM), Montreal, Canada, (May 2019)Automated whole-body adipose tissue segmentation in T1-weighted fast spin echo imaging in a cohort of subjects at increased risk for type 2 diabetesT. Küstner, M. Schwartz, Y. Zhu, P. Martirosian, B. Yang, S. Gatidis, J. Machann, and F. Schick. Proceedings of the International Society for Magnetic Resonance in Medicine (ISMRM), Montreal, Canada, (May 2019)Graphical User Interface for Medical Deep Learning - Application to Magnetic Resonance Motion Artifact DetectionS. Milde, A. Liebgott, Z. Wu, W. Feng, J. Yang, L. Mauch, P. Martirosian, F. Bamberg, K. Nikolaou, S. Gatidis and 3 other author(s). Proceedings of the IEEE Asia-Pacific Signal and Information Processing Association (APSIPA), (2018)MR Image Reconstruction Using a Combination of Compressed Sensing and Partial Fourier Acquisition: ESPReSSo.T. Kustner, C. Würslin, S. Gatidis, P. Martirosian, K. Nikolaou, N. Schwenzer, F. Schick, B. Yang, and H. Schmidt. IEEE Trans. Med. Imaging, 35 (11): 2447-2458 (2016)Active Learning for Magnetic Resonance Image Quality AssessmentA. Liebgott, T. Küstner, S. Gatidis, F. Schick, and B. Yang. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, (March 2016)RF and coil inhomogeneity correction in 2D leg imagesF. Fallah, C. Wuerslin, F. Schick, and B. Yang. (2015)Motion correction on a human PET/MR scanner: Clinical feasibility of a motion correction system in patients – an update reportT. Küstner, C. Würslin, M. Schwartz, H. Fayad, T. Merlin, C. Gilliam, T. Blu, P. Martirosian, F. Schick, B. Yang and 2 other author(s). Proceedings of the International Society for Magnetic Resonance in Medicine (ISMRM), Honolulu, Hawaii, USA, (April 2017)Simultaneous detection and identification of MR artifact types in whole-body imagingT. Küstner, K. Liu, A. Liebgott, L. Mauch, P. Martirosian, F. Bamberg, K. Nikolaou, B. Yang, F. Schick, and S. Gatidis. Proceedings of the International Society for Magnetic Resonance in Medicine (ISMRM), Paris, France, (June 2018)Beschleunigte Diffusionsbildgebung der Leber mittels simultaner Mehrschicht (SMS)-Technik: Einfluss des Atemschemas auf qualitative und quantitative BildparameterC. Schraml, J. Taron, N. Schwenzer, M. Erb, H. Schmidt, T. Küstner, J. Weiß, M. Notohamiprodjo, K. Nikolaou, F. Schick and 1 other author(s). RÖFO - Fortschritte auf dem Gebiet der Radiologie 188, (March 2016)Automated image quality assessment in whole-body MRIS. Gatidis, A. Liebgott, H. Schmidt, N. Schwenzer, P. Martirosian, K. Nikolaou, F. Schick, B. Yang, and T. Küstner. Proceedings of the Radiological Society of North America (RSNA), Chicago, USA, (November 2016)