Vector quantization: Difference between revisions

Revision as of 04:30, 15 August 2023

Revision as of 18:32, 24 August 2023

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=== Use in pattern recognition ===

VQ was also used in the eighties for speech<ref>{{cite book|last=Burton|first=D. K.|author2=Shore, J. E. |author3=Buck, J. T. |title=ICASSP '83. IEEE International Conference on Acoustics, Speech, and Signal Processing |chapter=A generalization of isolated word recognition using vector quantization |journal=IEEE International Conference on Acoustics Speech and Signal Processing ICASSP|volume=8|year=1983|pages=1021–1024|doi=10.1109/ICASSP.1983.1171915}}</ref> and [[speaker recognition]].<ref>{{cite journalbook|last=Soong|first=F.|author2=A. Rosenberg |author3=L. Rabiner |author4=B. Juang |title=ICASSP '85. IEEE International Conference on Acoustics, Speech, and Signal Processing |chapter=A vector Quantizationquantization approach to Speakerspeaker recognition Recognition|journal=IEEE Proceedings International Conference on Acoustics, Speech and Signal Processing ICASSP|year=1985|volume=1|pages=387–390|doi=10.1109/ICASSP.1985.1168412|s2cid=8970593|chapter-url=https://www.semanticscholar.org/paper/9e1d50d98ae09c15354dbcb126609e337d3dc6fb}}</ref>

Recently it has also been used for efficient [[nearest neighbor search]]

<ref>{{cite journal|author=H. Jegou |author2=M. Douze |author3=C. Schmid|title=Product Quantization for Nearest Neighbor Search|journal=IEEE Transactions on Pattern Analysis and Machine Intelligence|year=2011|volume=33|issue=1|pages=117–128|doi=10.1109/TPAMI.2010.57|pmid=21088323 |url=http://hal.archives-ouvertes.fr/docs/00/51/44/62/PDF/paper_hal.pdf |archive-url=https://web.archive.org/web/20111217142048/http://hal.archives-ouvertes.fr/docs/00/51/44/62/PDF/paper_hal.pdf |archive-date=2011-12-17 |url-status=live|citeseerx=10.1.1.470.8573 |s2cid=5850884 }}</ref>