DocumentCode
1749611
Title
The ISL evaluation system for Verbmobil-II
Author
Soltau, Hagen ; Schaaf, Thomas ; Metze, Florian ; Waibel, Álex
Author_Institution
Karlsruhe Univ., Germany
Volume
1
fYear
2001
fDate
2001
Firstpage
65
Abstract
Describes the 2000 ISL large vocabulary speech recognition system for fast decoding of conversational speech which was used in the German Verbmobil-II project. The challenge of this task is to build robust acoustic models to handle different dialects, spontaneous effects, and crosstalk as occur in conversational speech. We present speaker incremental normalization and adaptation experiments close to real-time constraints. To reduce the number of consequential errors caused by out-of-vocabulary words, we conducted filler-model experiments to handle unknown proper names. The overall improvements from 1998 to 2000 resulted in a word error reduction from 40% to 17% on our development test set
Keywords
cepstral analysis; decoding; language translation; noise; speech recognition; statistical analysis; 2000 ISL large vocabulary speech recognition system; ISL evaluation system; Verbmobil-II; conversational speech; crosstalk; dialects; fast decoding; filler-model experiments; out-of-vocabulary words; robust acoustic models; speaker incremental normalization; spontaneous effects; unknown proper names; word error reduction; Acoustic testing; Cepstral analysis; Crosstalk; Decoding; Gaussian processes; Linear discriminant analysis; Noise robustness; Speech; System testing; Vocabulary;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.940768
Filename
940768
Link To Document