Title | ||
---|---|---|
Exploiting Deep Neural Networks and Head Movements for Robust Binaural Localization of Multiple Sources in Reverberant Environments. |
Abstract | ||
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This paper presents a novel machine-hearing system that exploits deep neural networks (DNNs) and head movements for robust binaural localization of multiple sources in reverberant environments. DNNs are used to learn the relationship between the source azimuth and binaural cues, consisting of the complete cross-correlation function (CCF) and interaural level differences (ILDs). In contrast to many... |
Year | DOI | Venue |
---|---|---|
2017 | 10.1109/TASLP.2017.2750760 | IEEE/ACM Transactions on Audio, Speech, and Language Processing |
Keywords | Field | DocType |
Auditory system,Machine learning,Training,Reverberation,Speech processing,Neural networks | Speech processing,Reverberation,Pattern recognition,Computer science,Head movements,Azimuth,Auditory system,Speech recognition,Sound localization,Artificial intelligence,Binaural recording,Artificial neural network | Journal |
Volume | Issue | ISSN |
25 | 12 | 2329-9290 |
Citations | PageRank | References |
16 | 0.80 | 11 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Ning Ma | 1 | 224 | 17.86 |
Tobias May | 2 | 43 | 4.97 |
Guy J. Brown | 3 | 760 | 97.54 |