Dr.-Ing. Martin Krawczyk-Becker

Alumnus (graduated Dec. 2016)
Signal Processing (SP)
Address
University of Hamburg
Department of Informatics
SP Research Group
Publications
Journals
2018
- Martin Krawczyk-Becker, Timo Gerkmann, "On Speech Enhancement Under PSD Uncertainty", IEEE/ACM Trans. Audio, Speech, Language Proc., Vol. 26, No. 6, Jun. 2018. [doi] [download]
2016
- Martin Krawczyk-Becker, Timo Gerkmann, "On MMSE-Based Estimation of Amplitude and Complex Speech Spectral Coefficients Under Phase-Uncertainty", IEEE/ACM Trans. Audio, Speech, Language Proc., Vol. 24, No. 12, pp. 2251-2262, Dec. 2016.
- Martin Krawczyk-Becker, Timo Gerkmann, "An evaluation of the perceptual quality of phase-aware single-channel speech enhancement", Journal of the Acoustical Society of America, 140, EL364-EL369, Oct. 2016. [audio]
- Martin Krawczyk-Becker, Timo Gerkmann, "Fundamental Frequency Informed Speech Enhancement in a Flexible Statistical Framework", IEEE/ACM Trans. Audio, Speech, Language Proc., Vol. 24, No. 5, pp. 940-951, May 2016.
2015
- R.M. Baumgärtel, M. Krawczyk-Becker, D. Marquardt, C. Völker, H. Hu, T. Herzke, G. Coleman, K. Adiloglu, S.M.A Ernst, T. Gerkmann, S. Doclo, B. Kollmeier, V. Hohmann, M. Dietz, "Comparing Binaural Pre-Processing Strategies I: Instrumental Evaluation", Trends in Hearing, Vol. 19, 2015.
- R.M. Baumgärtel, H. Hu, M. Krawczyk-Becker, D. Marquardt, T. Herzke, G. Coleman, K. Adiloglu, K. Bomke, K. Plotz, T. Gerkmann, S. Doclo, S., B. Kollmeier, V. Hohmann, M. Dietz, "Comparing Binaural Pre-Processing Strategies II: Speech Intelligibility of Bilateral Cochlear Implant Users", Trends in Hearing, Vol. 19, 2015.
- Timo Gerkmann, Martin Krawczyk-Becker, Jonathan Le Roux, "Phase Processing for Single Channel Speech Enhancement: History and Recent Advances", IEEE Signal Processing Magazine, Vol. 32, No. 2, pp. 55-66, Mar. 2015. [more]
2014
- Martin Krawczyk, Timo Gerkmann, "STFT Phase Reconstruction in Voiced Speech for an Improved Single-Channel Speech Enhancement", IEEE/ACM Trans. Audio, Speech, Language Proc., Vol. 22, No. 12, pp. 1931-1940, Dec. 2014. [Audio + Code]
2013
- Timo Gerkmann, Martin Krawczyk, "MMSE-Optimal Spectral Amplitude Estimation Given the STFT-Phase", IEEE Signal Processing Letters, Vol. 20, No. 2, pp. 129-132, Feb. 2013. [Audio]
Peer-reviewed Conferences
2018
- Martin Krawczyk-Becker, Timo Gerkmann, "A Study on the Benefits of Phase-Aware Speech Enhancement in Challenging Noise Scenarios", Int. Conf. Latent Variable Analysis and Signal Separation (LVA ICA), Guildford, UK, Jul. 2018.
- Martin Krawczyk-Becker, Timo Gerkmann, "Nonlinear Speech Enhancement Under Speech PSD Uncertainty", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Calgary, Canada, Apr. 2018
- Huy Phan, Martin Krawczyk-Becker, Timo Gerkmann, Alfred Mertins, "Weighted and Multi-Task Loss for Rare Audio Event Detection", IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Calgary, Canada, Apr. 2018"
2015
- Martin Krawczyk-Becker, Timo Gerkmann, "MMSE-Optimal Combination of Wiener Filtering and Harmonic Model Based Speech Enhancement in a General Framework", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), New Paltz, NY, USA, Oct. 2015.
- Sidsel Marie Nørholm, Martin Krawczyk-Becker, Timo Gerkmann, Steven van de Par, Jesper Rindom Jensen, Mads Græsbøll Christensen, "Least Squares Estimate of the Initial Phases in STFT based Speech Enhancement", in Interspeech, Dresden, Germany, Sep. 2015.
- Martin Krawczyk-Becker, Dörte Fischer, Timo Gerkmann, "Utilizing Spectro-temporal Correlations for an Improved Speech Presence Probability Based Noise Power Estimation", in IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Brisbane, Australia, Apr. 2015.
2014
- Robert Rehr, Martin Krawczyk, and Timo Gerkmann, “A posteriori voiced / unvoiced probability estimation based on a sinusoidal model,” in IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Florence, Italy, May 2014.
2013
- Martin Krawczyk, Robert Rehr, Timo Gerkmann, "Phase-Sensitive Real-Time Capable Speech Enhancement Under Voiced-Unvoiced Uncertainty", European Signal Processing Conference (EUSIPCO), Marrakech, Morocco, Sep 2013, invited paper.
2012
- Timo Gerkmann, Martin Krawczyk, Robert Rehr, "Phase estimation in speech enhancement - unimportant, important, or impossible?", IEEE Convention of Electrical and Electronics Engineers in Israel, Eilat, Israel, Nov. 2012.
- Martin Krawczyk, Timo Gerkmann, "STFT Phase Improvement for Single Channel Speech Enhancement", Int. Workshop Acoust. Signal Enhancement (IWAENC), Aachen, Germany, Sep. 2012
2010
- Timo Gerkmann, Martin Krawczyk, Rainer Martin, "Speech presence probability estimation based on temporal cepstrum smoothing", IEEE Int. Conf. Acoustics, Speech, Signal Processing, Dallas, TX, USA, Mar. 2010.
2008
- Colin Breithaupt, Martin Krawczyk, Rainer Martin, "Parameterized MMSE spectral magnitude estimation for the enhancement of noisy speech", IEEE Int. Conf. Acoustics, Speech, Signal Processing, Las Vegas, NV, USA, Apr. 2008.
Abstracts and Others
- Robert Rehr, Martin Krawczyk, Timo Gerkmann, "A comparison of state-of-the-art speech fundamental frequency estimators in noisy and reverberant environments", DAGA Jahrestagung für Akustik, Mar. 2014.
- R. Baumgärtel, D. Marquardt, M. Krawczyk, H. Hu, T. Herzke, G. Coleman, K. Adiloğlu, K.
Bomke, K. Plotz, R. Huber, T. Gerkmann, S. Doclo, B. Kollmeier, V. Hohmann, and M. Dietz,
“Sprachverstehen bilateral implantierter Cochlea-Implantat-Träger in realistischen Störgeräuschen
bei Benutzung binauraler Signalverarbeitungsstrategien,” in DAGA – Deutsche Arbeitsgemein-
schaft für Akustik, Oldenburg, Germany, Mar. 2014 - R. Baumgärtel, D. Marquardt, M. Krawczyk, H. Hu, T. Herzke, G. Coleman, K. Adiloğlu, K.
Bomke, K. Plotz, R. Huber, T. Gerkmann, S. Doclo, B. Kollmeier, V. Hohmann, and M. Di-
etz, “Speech understanding in realistic noise environments using binaural signal pre-processing
strategies in bilateral CI users,” in International Conference on Cochlear Implants and Other Im-
plantable Auditory Technologies, Munich, Germany, Mar. 2014 - Timo Gerkmann, Martin Krawczyk, "Employing the Speech Spectral Phase for an Improved Single Channel Speech Enhancement", Erlanger Kolloquium, Erlangen, Germany, Feb. 2013.
- Timo Gerkmann, Martin Krawczyk, Robert Rehr, "Phase Estimation for Single Channel Speech Enhancement: Meaningless, Important, or Impossible?", AUDIS Workshop, Aachen, Germany, Sep. 2012.
- Timo Gerkmann, Colin Breithaupt, Dirk Mauler, Martin Krawczyk, Rainer Martin, "Real-time Speech Enhancement Using Temporal Cepstrum Smoothing", ICASSP Show and Tell, Dallas, TX, USA, Mar. 2010.