I have moved to a new position at the Ohio State University. If you need to reach me, please contact me at the following email address: williamson.413@osu.edu
Journal and Conference Papers
2019
- Z. Zhang, D. Williamson, and Y. Shen, "Impact of Amplification on Speech Enhancement Algorithms using an Objective Evaluation Metric," in Proc. International Congress on Acoustics (ICA) , (to appear), 2019. [PDF]
- Z. Zhang, Y. Shen, and D. Williamson, "Objective Comparison of Speech Enhancement Algorithms with Hearing Loss Simulation," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , (to appear), 2019. [PDF]
- K. Berkson et. al, "Building a Common Voice Corpus for Laiholh (Hakha Chin)," in Proc. Workshop on the Use of Computational Methods in the Study of Endangered Languages (ComputEL), pp. 5-10, 2019. [PDF]
2018
- D. Williamson, "Monaural Speech Separation Using A Phase-Aware Deep Denoising Auto Encoder," in Proc. IEEE International Workshop on Machine Learning for Signal Processing (MLSP) , 2018. [PDF]
- X. Dong and D. Williamson, "Long-term SNR estimation using noise residuals and a two-stage deep-learning framework," in Proc. International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA), pp. 351-360, 2018. [PDF]
2017
- F. Mayer, D. Williamson, P. Mowlaee, and D. L. Wang, "Impact of Phase Estimation on Single-Channel Speech Separation Based on Time-Frequency Masking," Journal of the Acoustical Society of America (JASA) , vol. 141, pp. 4668-4679, 2017. [PDF]
- D. Williamson and D. L. Wang, "Time-frequency masking in the complex domain for speech dereverberation and denoising," IEEE/ACM Trans. on Audio, Speech, and Lang. Process. (IEEE TASLP) , vol. 25, pp 1492-1501, 2017. [PDF]
- D. Williamson and D. L. Wang, "Speech Dereverberation and Denoising using Complex Ratio Masks," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , pp. 5590-5594, 2017. [PDF]
2016
- D. Williamson, Y. Wang, and D. L. Wang, "Complex ratio masking for monaural speech separation," IEEE/ACM Trans. on Audio, Speech, and Lang. Process. (IEEE TASLP), vol. 24, pp. 483-492, 2016. [PDF]
- D. Williamson, Y. Wang, and D. L. Wang, "Complex ratio masking for joint enhancement of magnitude and phase," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 5220-5224, 2016. [PDF]
2015
- D. Williamson, Y. Wang, and D.L. Wang, "Estimating nonnegative matrix model activations with deep neural networks to increase perceptual speech quality," Journal of the Acoustical Society of America (JASA), vol. 138, pp. 1399-1407, 2015. [PDF]
- D. Williamson, Y. Wang, and D.L. Wang, "Deep neural networks for estimating speech model activations," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 5113-5117, 2015. [PDF]
2014
- D. Williamson, Y. Wang, and D.L. Wang, "Reconstruction techniques for improving the perceptual quality of binary masked speech.," Journal of the Acoustical Society of America (JASA), vol. 136, pp. 892-902, 2014. [PDF]
- D. Williamson, Y. Wang, and D.L. Wang, "A two-stage approach for improving the perceptual quality of separated speech," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 7084-7088, 2014. [PDF]
2013
- D. Williamson, Y. Wang, and D.L. Wang, "A Sparse Representation Approach for Perceptual Quality Improvement of Separated Speech," in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 7015-7019, 2013. [PDF]
2006
- Y. E. Kim, D. Williamson, and S. Pilli, "Towards quantifying the album effect in artist identification," in Proc. International Symposium on Music Information Retrieval (ISMIR), 2006 (online abstract and poster presentation). [PDF]
Thesis
- D. Williamson, Deep Learning Methods for Improving the Perceptual Quality of Noisy and Reverberant Speech, Ph.D. Dissertation, Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, 2016.
- D. Williamson, Automatic Music Similarity Assessment and Recommendation, M.S. Thesis, Department of Electrical and Computer Engineering, Drexel University, Philadelphia, PA, 2007.