Derry FitzGerald
I am currently working as a post-doctoral researcher, gratefully supported by the Embark Initiative Post-Doctoral Fellowship scheme, at Cork Institute of Technology. My research interests are in the areas of automatic music transcription and sound source separation. My PhD focused specifically on the automatic transcription of drum sounds from audio signals, while my current research focuses on sound source separation and transcription of pitched instruments, mainly through the use of sparse coding approaches such as non-negative matrix factorization (or factorisation as I prefer to spell it!!!) and non-negative tensor decompositions. A number of my publications in this area are available below.
Contact Info
Publications
FitzGerald, D., Lawlor, B., "Drum Onset Detection", Sounds Electric 3 conference, Maynooth 2001
FitzGerald, D., Coyle E, Lawlor B., "
Sub-band Independent Subspace Analysis for Drum Transcription", Proceedings of the. Digital Audio Effects Conference (DAFX02), Hamburg, pp. 65-69, 2002.FitzGerald, D., Lawlor, B., Coyle, E., "
Prior Subspace Analysis for Drum Transcription", 114th AES Conference Amsterdam March 22nd-25th 2003FitzGerald, D., Lawlor, B., Coyle, E., "
Drum Transcription Using Automatic Grouping of Events and Prior Subspace Analysis", Proceedings of the 4th European Workshop on Image Analysis for Multimedia Interactive Services, pp.306-309 2003FitzGerald, D., Lawlor, B., Coyle, E., "
Drum Transcription in the presence of pitched instruments using Prior Subspace Analysis", Irish Signals & Systems Conference 2003 Limerick 1-2 July 2003FitzGerald, D., Lawlor, B., Coyle, E., "
Independent Subspace Analysis using Locally Linear Embedding", Proceedings of the Digital Audio Effects Conference (DAFX03), London, pp. 13-17, 2003.FitzGerald, D. "
Automatic Drum Transcription and Source Separation", PhD Thesis, Dublin Institute of Technology 2004.Charles, J.A., Fitzgerald, D. and Coyle, E., "
Towards a Computer Assisted Violin Teaching Aid", International Symposium on Psychology and Music Education, Nov. 29-30, 2004, Padua, Italy.Charles, J.A., Fitzgerald, D. and Coyle, E., "
Development of a Computer-Based Violin Teaching Aid: ViTool" 118th AES Convention, May 28-31, 2005, Barcelona, Spain.Kelleher, A., FitzGerald D., Gainza, M., Coyle E., and Lawlor B., "
Onset Detection, Music Transcription and Ornament Detection for the the Traditional Irish Fiddle" 118th AES Convention, May, 2005, Barcelona, SpainFitzGerald, D., Cranitch, M., and Coyle, E., "
Shifted Non-negative Matrix Factorisation for Sound Source Separation", Proceedings of the IEEE conference on Statistics in Signal Processing, Bordeaux, France, July 2005.FitzGerald, D., Cranitch, M., and Coyle, E., "
Non-negative Tensor Factorisation for Sound Source Separation", Proceedings of the Irish Signals and Systems Conference, Dublin, September 2005.Barry, D., FitzGerald, D., Coyle, E., and Lawlor, B., "
Drum Source Separation using Percussive Feature Detection and Spectral Modulation", Proceedings of the Irish Signals and Systems Conference, Dublin, September 2005FitzGerald, D., Cranitch, M., and Coyle, E., "
Generalised Prior Subspace Analysis for Polyphonic Pitch Transcription", Proceedings of the 8th International Conference on Digital Audio Effects (DAFX05), Madrid September 2005.Barry, D., FitzGerald, D., Coyle, E., and Lawlor, B., "
Single Channel Source Separation using Short-Time Independent Component Analysis", 119th AES Convention, October 2005 New York.FitzGerald, D., Cranitch, M., and Coyle, E., "
Sound Source Separation using shifted Non-negative Tensor Factorisation", Proceedings of ICASSP06, Toulouse France.FitzGerald, D., Cranitch, M., and Cychowski, M.T., "
Towards an Inverse Constant Q Transform", 120th AES Convention, May 2006, Paris.FitzGerald, D. and Paulus, J., "Unpitched Percussion Transcription", book chapter in "Signal processing methods for music transcription", Klapuri, A., Davy, M., (Eds.), Springer, New York. 2006.
FitzGerald, D., Cranitch, M., and Coyle, E., "Shifted 2D Non-negative Tensor Factorisation", Proceedings of the Irish Signals and Systems Conference, Dublin, June 2006.
Charles, J.A., Fitzgerald, D. and Coyle, E., "Violin Timbre Space Features" Proceedings of the Irish Signals and Systems Conference, Dublin, June 2006.