Abstract | ||
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A low-resource, text-independent speaker verification (SV) system with an efficient voice model compression technique is described, including its implementation exclusively with integer arithmetic. We describe and discuss the individual algorithmic steps, the integer implementation issues and its error analysis. Performance of the system is evaluated on data collected with iPaq devices and the impact of model compression as well as integer approximation on the accuracy is discussed. |
Year | DOI | Venue |
---|---|---|
2007 | 10.1109/ICASSP.2007.366907 | ICASSP |
Keywords | Field | DocType |
approximation theory,data compression,error analysis,speaker recognition,speech coding,embedded environments,error analysis,iPaq devices,integer approximation,integer arithmetic,text-independent speaker verification,voice model compression technique,Speaker verification,embedded systems,integer arithmetic,voice model compression | Speaker verification,Integer,Integer arithmetic,Speech coding,Computer science,Approximation theory,Speech recognition,Speaker recognition,Data compression,Model compression | Conference |
Volume | ISSN | Citations |
4 | 1520-6149 | 3 |
PageRank | References | Authors |
0.44 | 0 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Borivoj Tydlitát | 1 | 24 | 3.07 |
Jiri Navratil | 2 | 314 | 31.36 |
Jason W. Pelecanos | 3 | 128 | 16.02 |
Ganesh N. Ramaswamy | 4 | 213 | 25.72 |