Title
Development of the 2012 SJTU HVR system
Abstract
Haptic voice recognition (HVR) is a multi-modal text entry method for smart mobile devices. It employs haptic events generated by speakers during speaking to achieve better efficiency and robustness for automatic speech recognition. This paper describes the detailed design of the 2012 SJTU submission for the HVR Grand Challenge. During the design, a new perplexity metric using conditional entropy is proposed to evaluate the potential search space reduction of a haptic event without speech input. A number of new haptic events are evaluated both theoretically and experimentally in detail. The final submission system uses the haptic event of initial letter plus final letter and reduces word error rate by 76% compared to the baseline initial letter event.
Year
DOI
Venue
2012
10.1145/2388676.2388790
ICMI
Keywords
Field
DocType
detailed design,final letter,automatic speech recognition,initial letter,sjtu submission,haptic voice recognition,sjtu hvr system,new haptic event,haptic event,baseline initial letter event,hvr grand challenge
Perplexity,Computer vision,Computer science,Word error rate,Speech recognition,Robustness (computer science),Mobile device,Artificial intelligence,Conditional entropy,Haptic technology,Text entry
Conference
Citations 
PageRank 
References 
0
0.34
4
Authors
3
Name
Order
Citations
PageRank
Hainan Xu1145.56
Yuchen Fan233217.14
Kai Yu3108290.58