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This paper studies tagging and retrieval of room impulse responses from a labelled library. A similarity-based method is introduced that relies on perceptually relevant characteristics of reverberation. This method is developed using a publicly available dataset of algorithmic reverberation settings. Semantic word vectors are introduced to exploit semantic correlation among tags and allow for unseen words to be used for retrieval. Average precision is reported on a subset of the dataset as well as tagging of recorded room impulse responses. The developed approach manages to assign downloaded room impulse responses to tags that match their short descriptions. Furthermore, introducing semantic word vectors allows it to perform well even when large portions of the training data have been replaced by synonyms.
Author (s): Chourdakis, Emmanouil Theofanis;
Reiss, Joshua D.;
Affiliation:
Queen Mary University London, London, UK
(See document for exact affiliation information.)
AES Convention: 146
Paper Number:10198
Publication Date:
2019-03-06
Session subject:
MIR
DOI:
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Chourdakis, Emmanouil Theofanis; Reiss, Joshua D.; 2019; Tagging and Retrieval of Room Impulse Responses Using Semantic Word Vectors and Perceptual Measures of Reverberation [PDF]; Queen Mary University London, London, UK; Paper 10198; Available from: https://aes.org/publications/elibrary-page/?id=20331
Chourdakis, Emmanouil Theofanis; Reiss, Joshua D.; Tagging and Retrieval of Room Impulse Responses Using Semantic Word Vectors and Perceptual Measures of Reverberation [PDF]; Queen Mary University London, London, UK; Paper 10198; 2019 Available: https://aes.org/publications/elibrary-page/?id=20331
@inproceedings{Chourdakis2019tagging,
title={{Tagging and Retrieval of Room Impulse Responses Using Semantic Word Vectors and Perceptual Measures of Reverberation}},
author={Chourdakis, Emmanouil Theofanis and Reiss, Joshua D.},
year={2019},
month={mar},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 10198; AES Convention 146; March 2019},
number={10198},
organization={AES},
}
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