Graduate School and Research Center in Digital Sciences

A comparative study of bottom-up and top-down approaches to speaker diarization

Evans, Nicholas; Bozonnet, Simon; Wang, Dong; Fredouille, Corinne; Troncy, Raphaël

"IEEE Transactions On Audio Speech and Language Processing" (TASLP), special issue on "New Frontiers in Rich Transcription", February 2012, Volume 20, N°2, ISSN: 1558-7916

This paper presents a theoretical framework to analyze the relative merits of the two most general, dominant approaches to speaker diarization involving bottom-up and top-down hierarchical clustering. We present an original qualitative comparison which argues how the two approaches are likely to exhibit different behavior in speaker inventory optimization and model training: bottom-up approaches will capture comparatively purer models and will thus be more sensitive to nuisance variation such as that related to the speech content; top-down approaches, in contrast, will produce less discriminative speaker models but, importantly, models which are potentially better normalized against nuisance variation. We report experiments conducted on two standard, single-channel NIST RT evaluation datasets which validate our hypotheses. Results show that competitive performance can be achieved with both bottom-up and top-down approaches (average DERs of 21% and 22%), and that neither approach is superior. Speaker purification, which aims to improve speaker discrimination, gives more consistent improvements with the top-down system than with the bottom-up system (average DERs of 19% and 25%), thereby confirming that the top-down system is less discriminative and that the bottom-up system is less stable. Finally, we report a new combination strategy that exploits the merits of the two approaches. Combination delivers an average DER of 17% and confirms the intrinsic complementary of the two approaches.

Document Doi Hal Bibtex

Title:A comparative study of bottom-up and top-down approaches to speaker diarization
Keywords:Clustering , rich transcription , segmentation , speaker diarization
Type:Journal
Language:English
City:
Date:
Department:Digital Security
Eurecom ref:3418
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Bibtex: @article{EURECOM+3418, doi = {http://dx.doi.org/10.1109/TASL.2011.2159710 }, year = {2012}, month = {02}, title = {{A} comparative study of bottom-up and top-down approaches to speaker diarization}, author = {{E}vans, {N}icholas and {B}ozonnet, {S}imon and {W}ang, {D}ong and {F}redouille, {C}orinne and {T}roncy, {R}apha{\"e}l}, journal = {"{IEEE} {T}ransactions {O}n {A}udio {S}peech and {L}anguage {P}rocessing" ({TASLP}), special issue on "{N}ew {F}rontiers in {R}ich {T}ranscription", {F}ebruary 2012, {V}olume 20, {N}°2, {ISSN}: 1558-7916}, url = {http://www.eurecom.fr/publication/3418} }
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