Title :
A comparison of language processing techniques for a constrained speech translation system
Author :
Lincoln, Mike ; Cox, Stephen
Author_Institution :
Sch. of Inf. Syst., East Anglia Univ., Norwich, UK
Abstract :
A system designed to allow Post Office counter clerks to communicate with deaf customers by translating speech into sign language is described. The system uses approximately 370 pre-stored phrases which may be signed to the customer using a specially designed avatar. The clerk is unable to memorise this number of phrases and therefore the system attempts to map from their input speech to the semantically equivalent pre-stored phrase. We describe a number of language processing techniques developed to perform the mapping, and give results obtained using alternative formulations of the phrases from a number of speakers. We then give results for recognised speech input and show how misrecognitions effect the mapping system. Best performance is obtained using a mapping system based on an entropy weighted, vector based distance measure between the test phrase and each of the signed phrases.
Keywords :
entropy; handicapped aids; language translation; natural language interfaces; postal services; speech recognition; speech synthesis; Post Office counter clerks; avatar; constrained speech translation system; deaf customers; entropy weighted distance measure; language processing techniques; mapping; misrecognitions; performance; pre-stored phrases; recognised speech input; signed phrases; speech to sign language translation; test phrase; vector based distance measure; Avatars; Counting circuits; Deafness; Entropy; Handicapped aids; Information systems; Natural languages; Speech processing; Speech recognition; System testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1198855