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Future Speech Interfaces with Sensors and Machine Intelligence
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Speech is the most spontaneous and natural means of communication, as well as the preferred modality for interacting with mobile or fixed electronic devices, but speech in-terfaces have drawbacks, such as a lack of user privacy; non-inclusivity for certain users; poor robustness in noisy conditions; and the difficulty of creating complex man–machine interfaces. The Special Issue “Future Speech Interfaces with Sensors and Machine Intelligence” assembles eleven contributions that cover multimodal and silent speech interfaces; lip reading applications; novel sensors for speech interfaces; and enhanced speech inclusivity tools for future speech interfaces. The articles make important improvements beyond the state of the art, advancing the state of the art to new frontiers in some cases. Short summaries of all articles, grouped by topic, are presented, followed by a global commentary and evaluation.
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Keywords
- 3D densely connected CNN
- 3D multi-layer feature fusion CNN
- application programming interface
- Arabic dialects
- articulation-to-speech synthesis
- artificial intelligence
- attention mechanism
- audio-visual speech recognition
- audiovisual speech recognition
- connectionist temporal classification
- continuous-wave radar
- convolutional neural network
- decision fusion net
- deep learning
- deep neural networks
- edutainment
- end-to-end recognition
- European Portuguese
- generative models
- History of engineering & technology
- hybrid models
- keypoints
- landmarks
- lip reading
- lip-reading
- lipreading
- local self-attention
- Machine learning
- modern standard Arabic
- multi-head attention
- multi-modal interaction
- multi-view VSR
- multimodal interaction
- multimodal speech
- neural machine translation (NMT)
- objective measures
- pose estimation
- reliability measures
- self-attention
- shared vocabulary
- silent speech
- silent speech interface
- Silent Speech Interfaces
- spatial attention module
- speaker adaption
- speech kinematics
- Speech Processing
- Speech Recognition
- speech sensors
- speech synthesis
- speech-to-lip
- subword units
- Technology, engineering, agriculture
- Technology: general issues
- text-to-lip
- text-to-speech
- transformer
- ultrasound imaging
- ultrasound tongue imaging
- virtual aquarium
- visual speech recognition
- voice conversion
- zero-shot adaptation