Dr. Martin Rerabek

Personal profile

Position at the ZHAW

Senior Research Scientist at Predictive Analytics Group

www.zhaw.ch/en/lsfm/institutes-centres/icls/cognitive-computing-in-life-sciences/

Professional development teaching

• Machine Learning Fundamentals in Python
• CAS in Digital Life Sciences

Expertise and research interests

Statistical, Machine, and Deep Learning
Pattern Recognition
Computer Vision
Signal, Image, and Video Processing, Compression, and Quality Evaluation
Astronomical Imaging
Optical Modelling

Educational background

2012 - PhD in Electircal Engineering (CTU in Praque)
2005 - MS in Electrical Engineering (CTU in Praque)

Professional milestones

2010 - 2017 Postdoctoral Researcher at Multimedia Signal Processing Group (EPFL)
www.linkedin.com/in/martin-rerabek/

Projects

• Data and Team Sports / Deputy project leader / Project ongoing
• Shapescience – AI for morpholigcally based fruit variety recognition / Team member / Project ongoing
• Optical Character and Content Recognition for Intelligent M-Learning Platform / Project leader / Project completed

Publications

• Rerabek, Martin; Schiboni, Giovanni; Durrer, Lukas; Oliveras, Ruben; Eib, Philippe; Rouchat, Fabien; Probst, Anja; Schmidt, Markus; Kryszczuk, Krzysztof,

  2022.

  Circadian rhythm tracking using core body temperature estimates from wearable sensor data.

  In:

  7th International Conference on Human Interaction and Emerging Technologies (IHIET), Lausanne, Switzerland, 23-25 April 2022.

• Schiboni, Giovanni; Rerabek, Martin; Kryszczuk, Krzysztof; et al.,

  2020.

  A virtual wearable sensor for detection of neurodegenerative diseases.

  In:

  Swiss MedTech Day 2020, Bern, Switzerland, 21 September 2020.

Publications before appointment at the ZHAW

[1] Anne-Flore Perrin, Martin Rerabek, Walt Husak, and Touradj Ebrahimi. Quality assessment of an HDR dual-layer backward-compatible codec compared to uncompromised SDR and HDR solutions. IEEE Transactions on Broadcasting, 64(2):422–431, jun 2018.

[2] A. Perrin, M. Rerabek, W. Husak, and T. Ebrahimi. ICtCp versus Y’CbCr: Evaluation of ICtCp color space and an adaptive reshaper for HDR and WCG. IEEE Consumer Electronics Magazine, 7(3):38–47, May 2018.

[3] I. Viola, M. Řeřábek, and T. Ebrahimi. Comparison and evaluation of light field image coding approaches. IEEE Journal of Selected Topics in Signal Processing, 11(7):1092–1106, Oct 2017.

[4] E. Upenik, M. Rerabek, and T. Ebrahimi. On the performance of objective metrics for omnidirectional visual content. In 2017 Ninth International Conference on Quality of Multimedia Experience (QoMEX), pages 1–6, May 2017.

[5] I. Viola, M. Řeřábek, and T. Ebrahimi. Impact of interactivity on the assessment of quality of experience for light field content. In 2017 Ninth International Conference on Quality of Multimedia Experience (QoMEX), pages 1–6, May 2017.

[6] P. Hanhart, M. Řeřábek, and T. Ebrahimi. Subjective and objective evaluation of hdr video coding technologies. In 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX), pages 1–6, June 2016.

[7] Anne-Flore Perrin, Martin Řeřábek, and Touradj Ebrahimi. Towards prediction of sense of presence in immersive audiovisual communications. Electronic Imaging, 2016(16):1–8, 2016.

[8] Martin Rerabek, Tim Bruylants, Touradj Ebrahimi, Fernando Pereira, and Peter Schelkens. ICME 2016 Grand Challenge: Light-field image compression - call for proposals and evaluation procedure. 2016.

[9] Martin Rerabek and Touradj Ebrahimi. New Light Field Image Dataset. In 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX), 2016.

[10] Martin Rerabek, Philippe Hanhart, and Touradj Ebrahimi. [JCT-VC contribution] HDR CE3: Results of subjective evaluations conducted with the DSIS method. Technical report, San Diego, CA, USA, 2016.

[11] Martin Rerabek, Evgeniy Upenik, and Touradj Ebrahimi. JPEG backward compatible coding of omnidirectional images. In Applications of Digital Image Processing XXXIX, volume 9971 of Proceedings of SPIE, pages 99711O–1 – 99711O–12, 2016.

[12] Evgeniy Upenik, Martin Rerabek, and Touradj Ebrahimi. A Testbed for Subjective Evaluation of Omnidirectional Visual Content. In 32nd Picture Coding Symposium, 2016.

[13] Irene Viola, Martin Rerabek, Tim Bruylants, Peter Schelkens, Fernando Pereira, and Touradj Ebrahimi. Objective and subjective evaluation of light field image compression algorithms. In 32nd Picture Coding Symposium, 2016.

[14] Irene Viola, Martin Řeřábek, and Touradj Ebrahimi. A new approach to subjectively assess quality of plenoptic content. In Applications of Digital Image Processing XXXIX, volume 9971 of Proceedings of SPIE, pages 99710X–99710X–13, 2016.

[15] Philippe Hanhart, Martin Rerabek, and Touradj Ebrahimi. [ISO/IEC MPEG contribution] Results of HDR CfE subjective evaluations conducted at EPFL. Technical report, 2015.

[16] Philippe Hanhart, Martin Rerabek, and Touradj Ebrahimi. Towards high dynamic range extensions of HEVC: subjective evaluation of potential coding technologies. In Applications of Digital Image Processing XXXVIII, volume 9599 of Proceedings of SPIE, page 95990G, 2015.

[17] Eleni Kroupi, Philippe Hanhart, Jong-Seok Lee, Martin Rerabek, and Touradj Ebrahimi. Modeling Immersive Media Experiences by Sensing Impact on Subjects. Multimedia Tools and Applications, pages 1–21, 2015.

[18] Jing Li, Martin Rerabek, and Patrick Le Callet. Quality of experience assessment methodologies in next generation mpeg video compression standards. In 2015 European Conference on Networks and Communications (EuCNC), 07 2015.

[19] Anne-Flore Nicole Marie Perrin, He Xu, Eleni Kroupi, Martin Rerabek, and Touradj Ebrahimi. Multimodal Dataset for Assessment of Quality of Experience in Immersive Multimedia. In ACMMULTIMEDIA 2015 (ACM MM), 2015.

[20] Martin Rerabek, Philippe Hanhart, Pavel Korshunov, and Touradj Ebrahimi. Quality Evaluation of HEVC and VP9 Video Compression in Real-Time Applications. In 7th International Workshop on Quality of Multimedia Experience (QoMEX), 2015.

[21] Martin Rerabek, Philippe Hanhart, Pavel Korshunov, and Touradj Ebrahimi. Subjective and objective evaluation of HDR video compression. In 9th International Workshop on Video Processing and Quality Metrics for Consumer Electronics (VPQM), 2015.

[22] Martin Rerabek, Lin Yuan, Léonard Antoine Authier, and Touradj Ebrahimi. [ISO/IEC JTC 1/SC 29/WG 11 contribution] EPFL Light-Field Image Dataset. Technical report, 2015.

[23] Alexandre Chappuis, Martin Rerabek, Philippe Hanhart, and Touradj Ebrahimi. Subjective evaluation of an active crosstalk reduction system for mobile autostereoscopic displays. In Stereoscopic Displays and Applications, volume 9011 of Proceedings of SPIE, Bellingham, 2014.

[24] Eleni Kroupi, Philippe Hanhart, Jong-Seok Lee, Martin Rerabek, and Touradj Ebrahimi. EEG correlates during video quality perception. In 22nd European Signal Processing Conference (EUSIPCO), 2014.

[25] Eleni Kroupi, Philippe Hanhart, Jong-Seok Lee, Martin Rerabek, and Touradj Ebrahimi. Predicting Subjective Sensation of Reality During Multimedia Consumption Based on EEG and Peripheral Physiological Signals. In Proceedings of the IEEE International Conference on Multimedia and Expo, 2014.

[26] Eleni Kroupi, Philippe Hanhart, Jong-Seok Lee, Martin Rerabek, and Touradj Ebrahimi. User-independent classification of 2D versus 3D multimedia experiences through eeg and physiological signals. In 8th International Workshop on Video Processing and Quality Metrics for Consumer Electronics - VPQM 2014, 2014.

[27] Martin Rerabek and Touradj Ebrahimi. Comparison of compression efficiency between HEVC/H.265 and VP9 based on subjective assessments. In Applications Of Digital Image Processing Xxxvii, volume 9217 of Proceedings of SPIE, Bellingham, 2014.

[28] Martin Rerabek and Touradj Ebrahimi. A new database of still and moving High Dynamic Range pictures. In HDRi2014-Second International Conference and SME Workshop on HDR imaging, 2014.

[29] Martin Rerabek, Pavel Korshunov, Philippe Hanhart, and Touradj Ebrahimi. [ISO/IEC MPEG contribution] Correlation of subjective scores and objective metrics for HDR video quality assessment. Technical report, Strasbourg, France, 2014.

[30] Martin Rerabek, Hiromi Nemoto, Jong-Seok Lee, and Touradj Ebrahimi. Audiovisual focus of attention and its application to Ultra High Definition video compression. In Human Vision and Electronic Imaging XIX, volume 9014 of Proceedings of SPIE, Bellingham, 2014. SPIE.

[31] Martin Rerabek, Lin Yuan, Lukas Krasula, Pavel Korshunov, Karel Fliegel, and Touradj Ebrahimi. Evaluation of privacy in high dynamic range video sequences. In Applications Of Digital Image Processing Xxxvii, volume 9217 of Proceedings of SPIE, Bellingham, 2014.

[32] Philippe Hanhart, Francesca De Simone, Martin Rerabek, and Touradj Ebrahimi. 3D Video Quality Assessment. In Emerging Technologies for 3D Video:
Creation, Coding, Transmission and Rendering, pages 378–393. editors, Frédéric Dufaux, Béatrice Pesquet-Popescu, and Marco Cagnazz. John Wiley & Sons Inc, 2013.

[33] Philippe Hanhart, Pavel Korshunov, Martin Rerabek, and Touradj Ebrahimi. JPEG backward compatible format for 3D content representation. In 14th International Workshop on Image and Audio Analysis for Multimedia Interactive Services, 2013.

[34] Philippe Hanhart, Martin Rerabek, Ivan Ivanov, Alain Dufaux, Caryl Jones, Alexandre Delidais, and Touradj Ebrahimi. Automatic defect detection in video archives - Application to Montreux Jazz Festival Digital Archives. In Applications Of Digital Image Processing Xxxvi, volume 8856 of Proceedings of SPIE, 2013.

[35] Philippe Hanhart, Martin Rerabek, Pavel Korshunov, and Touradj Ebrahimi. [JCT-VC contribution] AhG4: Subjective evaluation of HEVC intra coding for still image compression. Technical report, Geneva, Switzerland, 2013.

[36] Philippe Hanhart, Martin Rerabek, Pavel Korshunov, and Touradj Ebrahimi. Subjective evaluation of HEVC intra coding for still image compression. In Seventh International Workshop on Video Processing and Quality Metrics for Consumer Electronics - VPQM 2013, 2013.

[37] Philippe Hanhart, Francesca De Simone, Martin Rerabek, and Touradj Ebrahimi. [ISO/IEC MPEG contribution] 3DV: Objective quality measurement for the 2-view case scenario. Technical report, San Jose, USA, 2012.

[38] Philippe Hanhart, Martin Rerabek, Francesca De Simone, and Touradj Ebrahimi. Subjective quality evaluation of the upcoming HEVC video compression standard. In Applications of Digital Image Processing, volume 8499 of Proceedings of SPIE, 2012.

[39] Andrew Perkis, Junyong You, Liyuan Xing, Touradj Ebrahimi, Francesca De Simone, Martin Rerabek, Panos Nasiopoulos, Zicong Mai, Mahaa Pourazad, Kjell Brunnstrom, Kim Wang, and Borje Andren. Towards certification of 3D video quality assessment. In Proceedings of the 6th International Workshop on Video Processing and Quality Metrics for Consumer Electronics - VPQM 2012, 2012.

[40] Martin Rerabek. Optimization and Simulation of Special Optical Imaging Systems. PhD thesis, Czech Technical Univerzity in Prague, Faculty of Electrical Engineering, 2012.

[41] Martin Rerabek and Touradj Ebrahimi. Comparison of 3D portable display restitution techniques based on stereo and motion parallax. In QoMEX 2012, 2012.

[42] M. Řeřábek, L. Goldmann, J. S. Lee, and T. Ebrahimi. Motion parallax based restitution of 3d images on legacy consumer mobile devices. In 2011 IEEE 13th International Workshop on Multimedia Signal Processing, pages 1–5, Oct 2011.

[43] R. Hudec, M. Spurny, M. Krizek, M. Rerabek, P. Pata, and M. Klima. Low-cost optical all-sky monitoring camera: Further developments and tests. AIP Conference Proceedings, 1358(1):377–380, 2011.

[44] J. Roháč, M. Řeřábek, and R. Hudec. Multi-Functional Star Tracker - Future Perspectives. Acta Polytechnica, 51(6):61–64, 12 2011.

[45] Martin Řeřábek and Petr Páta. Advanced Processing of Images Obtained from Wide-field Astronomical Optical Systems. Acta Polytechnica, 51(2):90, 2011.

[46] Martin Řeřábek, Petr Páta, and Karel Fliegel. Enhancement of the accuracy of the astronomical measurements carried on the wide-field astronomical image data. In Applications of Digital Image Processing XXXIV, volume 8135 of Proceedings of SPIE, pages 81351M–81351M–6, 2011.

[47] R. Hudec, M. Spurny, M. Krizek, P. Pata, R. Slosiar, M. Rerabek, and M. Klima. Detection of GRBs and OTs by All-Sky Optical and SID Monitors. Advances in Astronomy, 2010:428943, 2010.

[48] Petr Páta, Karel Fliegel, Miloš Klı́ma, Martin Blažek, and Martin Řeřábek. Utilization of consumer level digital cameras in astronomy. In Applications of Digital Image Processing XXXIII, volume 7798 of Proceedings of SPIE, pages 77982H–77982H–12, 2010.

[49] R. Hudec, M. Spurny, M. Krizek, P. Pata, R. Slosiar, and M. Rerabek. Alternative methods for detection of GRBs. Open European Journal on Variable Stars, 109:7, September 2009.

[50] R. Kocian, V. Pribik, L. Brat, R. Hudec, M. Spurny, M. Krizek, P. Pata, R. Slosiar, M. Rerabek, S. Poddany, M. Hrudkova, V. Simon, L. Hudec, M. Kocka, T. Krejcova, P. Chadima, P. Harmanec, O. Demircan, and A. Paschke. Proceedings of the 40th Conference on Variable Stars Research. Open European Journal on Variable Stars, 109:1, September 2009.

[51] R. Hudec, M. Spurny, P. Krizek, P. Pata, and M. Rerabek. Low-cost optical all-sky monitor for detection of bright ots of grbs. AIP Conference Proceedings, 1133(1):215–217, 2009.

[52] Martin Řeřábek and Petr Páta. Advanced processing of astronomical images obtained from optical systems with ultra wide field of view. In Applications of Digital Image Processing XXXII, volume 7443 of Proceedings of SPIE, pages 74431Z–74431Z–8, 2009.

[53] Martin Řeřábek and Petr Páta. Advanced processing of astronomical images obtained from optical systems with ultra wide field of view. In 4th EOS Topical Meeting on Advanced Imaging Techniques, pages 78–79, Hannover, 2009. European Optical Society Coherence for Europe.

[54] Martin Řeřábek and Petr Páta. Advanced processing of astronomical images obtained from optical systems with ultra wide field of view. In Poster 2009, pages 1–6. Czech Technical University in Prague, Faculty of Electrical Engineering, 2009.

[55] Martin Řeřábek, Petr Páta, Petr, Karel Fliegel, and Pavel Koten. Processing and Compression of Astronomical Images from optical All-Sky System. In 4th EOS Topical Meeting on Advanced Imaging Techniques, pages 66–67, Hannover, 2009. European Optical Society Coherence for Europe.

[56] Martin Řeřábek. Space Variant PSF - Deconvolution of Wide-Field Astronomical Images. Acta Polytechnica, 48(3):79–83, October 2008.

[57] Martin Řeřábek and Petr Páta. Modeling of the widefield space variant security systems. In 2008 42nd Annual IEEE International Carnahan Conference on Security Technology, pages 121–125, Oct 2008.

[58] Petr Páta and Martin Řeřábek. The lossy compression technique based on klt. In Advanced Software and Control for Astronomy II, volume 7019 of Proceedings of SPIE, pages 701933–701933–11, 2008.

[59] Martin Řeřábek. Shift Variant Optical Systems in Imaging Algorithms. In Proceedings of Workshop 2008, volume A, pages 192–193, Praha, 2008. Czech Technical University in Prague, Faculty of Electrical Engineering

[60] Martin Řeřábek. The space variant PSF - deconvolution of wide-field astronomical images. In Poster 2008, pages 1–5, Prague, 2008. Czech Technical University in Prague, Faculty of Electrical Engineering.

[61] Martin Řeřábek and Petr Páta. PSF model of wide-field optical system for restoration of space (in)variant astronomical image data. In Photonics, Devices, and Systems IV, volume 7138 of Proceedings of SPIE, pages 713821–713821–7, 2008.

[62] Martin Řeřábek and Petr Páta. The space variant PSF for deconvolution of wide-field astronomical images. In Adaptive Optics Systems, volume 7015 of Proceedings of SPIE, pages 70152G–70152G–12, 2008.

[63] Martin Řeřábek, Petr Páta, and Pavel Koten. Processing of the astronomical image data obtained from uwfc optical systems. In Image Reconstruction from Incomplete Data V, volume 7076 of Proceedings of SPIE, pages 70760L–70760L–11, 2008.

[64] Jan Švihlı́k, Martin Řeřábek, and Petr Páta. Bayesian approach to estimation of the map of dark current in wavelet domain. In Advanced Software and Control for Astronomy II, volume 7019 of Proceedings of SPIE, pages 701932–701932–12, 2008.

[65] Petr Páta and Martin Řeřábek. Quality Measurement of Compressed Astronomical Images by the Coder Based on the Karhunen-Loeve Transform. In Third EOS Topical Meeting on Advanced Imaging Techniques, Hannover, 2007. European Optical Society Coherence for Europe.

[66] Martin Řeřábek. Effects of High Order Aberrations on Transfer Characteristics of the Optical Imaging Systems. In Poster 2007, Prague, 2007. Czech Technical University in Prague, Faculty of Electrical Engineering.

[67] Martin Řeřábek. Modeling of UWFC optical systems for astronomical image data processing. In Seminář o řešenı́ projektu GA ČR 102/03/H109 v roce 2006, Brno, 2007. Vysoké učenı́ technické v Brně, Fakulta elektrotechniky a komunikačnı́ch technologiı́.

[68] Martin Řeřábek. Wavefront Aberrations in the Ultra Wide-Field Camera and Shift Variant Image Data Processing. In Proceedings of Workshop 2007, Prague, 2007. Czech Technical University in Prague, Faculty of Electrical Engineering.

[69] Martin Řeřábek, Petr Páta, and Pavel Koten. Image data processing of astronomical UWFC systems. In Third EOS Topical Meeting on Advanced Imaging Techniques, pages 70–71, Hannover, 2007. European Optical Society Coherence for Europe.

[70] Martin Řeřábek, Petr Páta, Karel Fliegel, Jan Švihlik, and Pavel Koten. Space variant point spread function modeling for astronomical image data processing. In Astronomical Adaptive Optics Systems and Applications III, volume 6691 of Proceedings of SPIE, pages 66910T–66910T–10, 2007.

[71] Martin Řeřábek, Petr Páta, and Pavel Koten. High order optical aberrations influence to precision of astronomical image data processing. In Adaptive Optics for Laser Systems and Other Applications, volume 6584 of Proceedings of SPIE, pages 658409–658409–12, 2007.

[72] Karel Fliegel, Jan Švihlı́k, and Martin Řeřábek. Design of CMOS-APS smart imagers with mixed signal processing and analysis of their transfer characteristics. In Infrared Detectors and Focal Plane Arrays VIII, volume 6295 of Proceedings of SPIE, pages 62950R–62950R–12, 2006.

[73] Martin Řeřábek. Optical Transfer Characteristic of Experiment BOOTES. In Proceedings of Workshop 2006, volume 1, pages 218–219, Prague, 2006. Czech Technical University in Prague, Faculty of Electrical Engineering.

[74] Martin Řeřábek. Simulace obrazových vad pomocı́ Matlabu. In 14th Annual Conference Proceedings of Technical Computing Prague 2006, Praha, 2006. Humusoft.

[75] Martin Řeřábek and Petr Páta. Experimentálnı́ a simulačnı́ sada úloh z fotoniky. In 13th Annual Conference Proceedings of Technical Computing Prague 2005, Praha, 2005. Humusoft.

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