Publications

WARNING: All material on this website, including papers, text, figures, and graphics is covered by Copyright © unless otherwise stated. You may browse them at your convenience (in the same spirit as you may read a journal or a proceeding article in a public library). Retrieving, copying, or distributing these files, however, may violate the copyright protection law. We recommend that the user abides international law in accessing this directory.

2019 (1 Publications, Talks and Patents)

Dissertations

Ghesu, Florin Cristian

Artificial Intelligence for Medical Image Understanding

(BiBTeX, Who cited this?)

2018 (5 Publications, Talks and Patents)

Journal Articles

Ghesu, Florin Cristian; Georgescu, Bogdan; Zheng, Yefeng; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin

Multi-Scale Deep Reinforcement Learning for Real-Time 3D-Landmark Detection in CT Scans

IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 1, no. 1, pp. 1-14, 2018 (BiBTeX, Who cited this?)

Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin

Towards Intelligent Robust Detection of Anatomical Structures in Incomplete Volumetric Data

Medical Image Analysis, vol. 1, no. 48, pp. 203-213, 2018 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin

Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data

Informatik Aktuell (Bildverarbeitung für die Medizin), Erlangen, 12.03.2018, pp. 1-1, 2018 (BiBTeX, Who cited this?)

Talks

Ghesu, Florin Cristian

Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data (Talk)

at Friedrich-Alexander-Universität Erlangen-Nürnberg (Bildverarbeitung für die Medizin) in Erlangen (12.03)

Ghesu, Florin Cristian

Intelligent Medical Image Parsing (Talk)

at Babes-Bolyai University (Transylvanian Machine Learning Summer School) in Cluj-Napoca, Romania (18.07)

2017 (8 Publications, Talks and Patents)

Journal Articles

Ghesu, Florin Cristian; Georgescu, Bogdan; Hornegger, Joachim

Efficient Medical Image Parsing (3rd Chapter)

Deep Learning for Medical Image Analysis (1st Edition), vol. 1, no. 1, pp. 67-104, 2017 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Christlein, Vincent; Ghesu, Florin Cristian; Würfl, Tobias; Maier, Andreas; Isensee, Fabian; Kohl, Simon; Neher, Peter; Maier-Hein, Klaus

Tutorial: Deep Learning - Advancing the State-of-the-Art in Medical Image Analysis

Bildverarbeitung für die Medizin 2017, Heidelberg, 12.03.2017, pp. 6-7, 2017, ISBN 978-3-662-54345-0 (BiBTeX, Who cited this?)

Krebs, Julian; Mansi, Tommaso; Delingette, Herve; Zhang, Li; Ghesu, Florin Cristian; Miao, Shun; Maier, Andreas; Ayache, Nicholas; Liao, Rui; Kamen, Ali

Robust Non-Rigid Registration through Agent-Based Action Learning

Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017 (MICCAI), Quebec, Canada, 10-14.09.2017, pp. 344-352, 2017 (BiBTeX, Who cited this?)

Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin

Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data

Medical Image Computing and Computer-Assisted Intervention MICCAI 2017 (MICCAI), Quebec, Canada, 10-14.09.2017, pp. 194-202, 2017 (BiBTeX, Who cited this?)

Mentl, Katrin; Mailhé, Boris; Ghesu, Florin Cristian; Schebesch, Frank; Haderlein, Tino; Maier, Andreas; Mariappan, Nadar

Noise Reduction In Low-Dose CT Using a 3D Multiscale Sparse Denoising Autoencoder

2017 IEEE International Workshop on Machine Learning for Signal Processing (Machine Learning for Signal Processing (MLSP)), Tokyo, Japan, Sept. 25–28, 2017, pp. 1-6, 2017, ISBN 978-1-5090-6341-3 (BiBTeX, Who cited this?)

Talks

Ghesu, Florin Cristian

Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk)

at DKFZ (Tutorial BVM-Workshop) in Heidelberg (12.03)

Christlein, Vincent; Ghesu, Florin Cristian; Maier, Andreas; Würfl, Tobias; Isensee, Fabian; Maier-Hein, Klaus; Neher, Peter; Kohl, Simon

Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk)

at Deutsches Krebsforschungszentrum in der Helmholtz-Gemeinschaft (Bildverarbeitung für die Medizin 2007) in Heidelberg (12.03)

Ghesu, Florin Cristian

Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data (Talk)

at Quebec Convention Center (Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017) in Quebec, Canada (11.09)

2016 (5 Publications, Talks and Patents)

Journal Articles

Ghesu, Florin Cristian; Edward Krubasik; Bogdan Georgescu; Vivek Singh; Yefeng Zheng; Hornegger, Joachim; Dorin Comaniciu

Marginal Space Deep Learning: Efficient Architecture for Volumetric Image Parsing

IEEE Transactions on Medical Imaging (Special Issue), vol. 35, no. 5, pp. 1217-1228, 2016 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Würfl, Tobias; Ghesu, Florin Cristian; Christlein, Vincent; Maier, Andreas

Deep Learning Computed Tomography

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016 (19th International Conference on Medical Image Computing & Computer-Assisted Intervention), Athen, 17-21.10.2016, vol. 3, pp. 432-440, 2016 (BiBTeX, Who cited this?)

Ghesu, Florin Cristian; Georgescu, Bogdan; Mansi, Tommaso; Neumann, Dominik; Hornegger, Joachim; Comaniciu, Dorin

An Artificial Agent for Anatomical Landmark Detection in Medical Images

Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 (International Conference on Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016), Athens, 19.10.2016, pp. 229-237, 2016 (BiBTeX, Who cited this?)

Talks

Ghesu, Florin Cristian

Efficient Deep Learning Architectures for 3D-4D Medical Image Analysis (Talk)

at Charité - Universitätsmedizin (BVM Award) in Berlin (15.03)

Ghesu, Florin Cristian

An Artificial Agent for Anatomical Landmark Detection in Medical Images (Talk)

at MICCAI (International Conference on Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016) in Athens (19.10)

2015 (2 Publications, Talks and Patents)

Articles in Conference Proceedings

Ghesu, Florin Cristian; Georgescu, Bogdan; Zheng, Yefeng; Hornegger, Joachim; Comaniciu, Dorin

Marginal Space Deep Learning: Efficient Architecture for Detection in Volumetric Image Data

Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference Munich (Medical Image Computing and Computer-Assisted Intervention), Munich, 06.10.2015 - 08.10.2015, pp. 710-718, 2015 (BiBTeX, Who cited this?)

Talks

Ghesu, Florin Cristian

Marginal Space Deep Learning: Efficient Architecture for Detection in Volumetric Image Data (Talk)

at TUM (18th International Conference on Medical Image Computing and Computer-Assisted Intervention) in München (06.09)

2014 (2 Publications, Talks and Patents)

Articles in Conference Proceedings

Ghesu, Florin Cristian; Wels, Michael; Jerebko, Anna; Sühling, Michael; Hornegger, Joachim; Kelm, B. Michael

Pectoral Muscle Detection in Digital Breast Tomosynthesis and Mammography

Medical Computer Vision. Large Data in Medical Imaging (Third International MICCAI Workshop, MCV 2013), Nagoya, Japan, 26.09.2013, pp. 148-157, 2014 (BiBTeX, Who cited this?)

Ghesu, Florin Cristian; Köhler, Thomas; Haase, Sven; Hornegger, Joachim

Guided Image Super-Resolution: A New Technique for Photogeometric Super-Resolution in Hybrid 3-D Range Imaging

Pattern Recognition (36th German Conference on Pattern Recognition, GCPR 2014), Münster, 2014, pp. 227-238, 2014 (BiBTeX, Who cited this?)

2013 (1 Publications, Talks and Patents)

Talks

Ghesu, Florin Cristian

Pectoral Muscle Detection in Digital Breast Tomosynthesis and Mammography (Talk)

at Nagoya University (Medical Computer Vision. Large Data in Medical Imaging (Third International MICCAI Workshop)) in Nagoya, Japan (26.09)

Contact

Address

Dr.-Ing. Florin Cristian Ghesu

Alumnus of the Pattern Recognition Lab of the Friedrich-Alexander-Universität Erlangen-Nürnberg

Publications



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Department of Computer Science 5 Our Team Ghesu, Florin Cristian Research Publications Research Publications Free Software Data Courses Curriculum Theses Press Releases Cooperations Open Positions LME Videos Ph.D. Gallery Contact Intranet Impressum Datenschutzerklärung Contact +49 9131 85 25246 +49 9131 85 27270 09.153 Address Universität Erlangen-Nürnberg Chair of Computer Science 5 (Pattern Recognition) Martensstr. 3 91058 Erlangen Germany Driving directions Powered by	Dept. of Computer Sc. » Pattern Recognition » Our Team » Ghesu, Florin Cristian » Publications Dr.-Ing. Florin Cristian Ghesu Alumnus of the Pattern Recognition Lab of the Friedrich-Alexander-Universität Erlangen-Nürnberg Medical Image Understanding: Advancing state-of-the-art through integration of medical knowledge Publications WARNING: All material on this website, including papers, text, figures, and graphics is covered by Copyright © unless otherwise stated. You may browse them at your convenience (in the same spirit as you may read a journal or a proceeding article in a public library). Retrieving, copying, or distributing these files, however, may violate the copyright protection law. We recommend that the user abides international law in accessing this directory. 2019 (1 Publications, Talks and Patents) Dissertations Ghesu, Florin Cristian Artificial Intelligence for Medical Image Understanding (BiBTeX, Who cited this?) 2018 (5 Publications, Talks and Patents) Journal Articles Ghesu, Florin Cristian; Georgescu, Bogdan; Zheng, Yefeng; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin Multi-Scale Deep Reinforcement Learning for Real-Time 3D-Landmark Detection in CT Scans IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 1, no. 1, pp. 1-14, 2018 (BiBTeX, Who cited this?) Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin Towards Intelligent Robust Detection of Anatomical Structures in Incomplete Volumetric Data Medical Image Analysis, vol. 1, no. 48, pp. 203-213, 2018 (BiBTeX, Who cited this?) Articles in Conference Proceedings Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data Informatik Aktuell (Bildverarbeitung für die Medizin), Erlangen, 12.03.2018, pp. 1-1, 2018 (BiBTeX, Who cited this?) Talks Ghesu, Florin Cristian Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data (Talk) at Friedrich-Alexander-Universität Erlangen-Nürnberg (Bildverarbeitung für die Medizin) in Erlangen (12.03) Ghesu, Florin Cristian Intelligent Medical Image Parsing (Talk) at Babes-Bolyai University (Transylvanian Machine Learning Summer School) in Cluj-Napoca, Romania (18.07) 2017 (8 Publications, Talks and Patents) Journal Articles Ghesu, Florin Cristian; Georgescu, Bogdan; Hornegger, Joachim Efficient Medical Image Parsing (3rd Chapter) Deep Learning for Medical Image Analysis (1st Edition), vol. 1, no. 1, pp. 67-104, 2017 (BiBTeX, Who cited this?) Articles in Conference Proceedings Christlein, Vincent; Ghesu, Florin Cristian; Würfl, Tobias; Maier, Andreas; Isensee, Fabian; Kohl, Simon; Neher, Peter; Maier-Hein, Klaus Tutorial: Deep Learning - Advancing the State-of-the-Art in Medical Image Analysis Bildverarbeitung für die Medizin 2017, Heidelberg, 12.03.2017, pp. 6-7, 2017, ISBN 978-3-662-54345-0 (BiBTeX, Who cited this?) Krebs, Julian; Mansi, Tommaso; Delingette, Herve; Zhang, Li; Ghesu, Florin Cristian; Miao, Shun; Maier, Andreas; Ayache, Nicholas; Liao, Rui; Kamen, Ali Robust Non-Rigid Registration through Agent-Based Action Learning Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017 (MICCAI), Quebec, Canada, 10-14.09.2017, pp. 344-352, 2017 (BiBTeX, Who cited this?) Ghesu, Florin Cristian; Georgescu, Bogdan; Grbic, Sasa; Maier, Andreas; Hornegger, Joachim; Comaniciu, Dorin Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data Medical Image Computing and Computer-Assisted Intervention MICCAI 2017 (MICCAI), Quebec, Canada, 10-14.09.2017, pp. 194-202, 2017 (BiBTeX, Who cited this?) Mentl, Katrin; Mailhé, Boris; Ghesu, Florin Cristian; Schebesch, Frank; Haderlein, Tino; Maier, Andreas; Mariappan, Nadar Noise Reduction In Low-Dose CT Using a 3D Multiscale Sparse Denoising Autoencoder 2017 IEEE International Workshop on Machine Learning for Signal Processing (Machine Learning for Signal Processing (MLSP)), Tokyo, Japan, Sept. 25–28, 2017, pp. 1-6, 2017, ISBN 978-1-5090-6341-3 (BiBTeX, Who cited this?) Talks Ghesu, Florin Cristian Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk) at DKFZ (Tutorial BVM-Workshop) in Heidelberg (12.03) Christlein, Vincent; Ghesu, Florin Cristian; Maier, Andreas; Würfl, Tobias; Isensee, Fabian; Maier-Hein, Klaus; Neher, Peter; Kohl, Simon Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk) at Deutsches Krebsforschungszentrum in der Helmholtz-Gemeinschaft (Bildverarbeitung für die Medizin 2007) in Heidelberg (12.03) Ghesu, Florin Cristian Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data (Talk) at Quebec Convention Center (Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017) in Quebec, Canada (11.09) 2016 (5 Publications, Talks and Patents) Journal Articles Ghesu, Florin Cristian; Edward Krubasik; Bogdan Georgescu; Vivek Singh; Yefeng Zheng; Hornegger, Joachim; Dorin Comaniciu Marginal Space Deep Learning: Efficient Architecture for Volumetric Image Parsing IEEE Transactions on Medical Imaging (Special Issue), vol. 35, no. 5, pp. 1217-1228, 2016 (BiBTeX, Who cited this?) Articles in Conference Proceedings Würfl, Tobias; Ghesu, Florin Cristian; Christlein, Vincent; Maier, Andreas Deep Learning Computed Tomography Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016 (19th International Conference on Medical Image Computing & Computer-Assisted Intervention), Athen, 17-21.10.2016, vol. 3, pp. 432-440, 2016 (BiBTeX, Who cited this?) Ghesu, Florin Cristian; Georgescu, Bogdan; Mansi, Tommaso; Neumann, Dominik; Hornegger, Joachim; Comaniciu, Dorin An Artificial Agent for Anatomical Landmark Detection in Medical Images Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 (International Conference on Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016), Athens, 19.10.2016, pp. 229-237, 2016 (BiBTeX, Who cited this?) Talks Ghesu, Florin Cristian Efficient Deep Learning Architectures for 3D-4D Medical Image Analysis (Talk) at Charité - Universitätsmedizin (BVM Award) in Berlin (15.03) Ghesu, Florin Cristian An Artificial Agent for Anatomical Landmark Detection in Medical Images (Talk) at MICCAI (International Conference on Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016) in Athens (19.10) 2015 (2 Publications, Talks and Patents) Articles in Conference Proceedings Ghesu, Florin Cristian; Georgescu, Bogdan; Zheng, Yefeng; Hornegger, Joachim; Comaniciu, Dorin Marginal Space Deep Learning: Efficient Architecture for Detection in Volumetric Image Data Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference Munich (Medical Image Computing and Computer-Assisted Intervention), Munich, 06.10.2015 - 08.10.2015, pp. 710-718, 2015 (BiBTeX, Who cited this?) Talks Ghesu, Florin Cristian Marginal Space Deep Learning: Efficient Architecture for Detection in Volumetric Image Data (Talk) at TUM (18th International Conference on Medical Image Computing and Computer-Assisted Intervention) in München (06.09) 2014 (2 Publications, Talks and Patents) Articles in Conference Proceedings Ghesu, Florin Cristian; Wels, Michael; Jerebko, Anna; Sühling, Michael; Hornegger, Joachim; Kelm, B. Michael Pectoral Muscle Detection in Digital Breast Tomosynthesis and Mammography Medical Computer Vision. Large Data in Medical Imaging (Third International MICCAI Workshop, MCV 2013), Nagoya, Japan, 26.09.2013, pp. 148-157, 2014 (BiBTeX, Who cited this?) Ghesu, Florin Cristian; Köhler, Thomas; Haase, Sven; Hornegger, Joachim Guided Image Super-Resolution: A New Technique for Photogeometric Super-Resolution in Hybrid 3-D Range Imaging Pattern Recognition (36th German Conference on Pattern Recognition, GCPR 2014), Münster, 2014, pp. 227-238, 2014 (BiBTeX, Who cited this?) 2013 (1 Publications, Talks and Patents) Talks Ghesu, Florin Cristian Pectoral Muscle Detection in Digital Breast Tomosynthesis and Mammography (Talk) at Nagoya University (Medical Computer Vision. Large Data in Medical Imaging (Third International MICCAI Workshop)) in Nagoya, Japan (26.09)