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ACT: An Automatic Centroid Tracking tool for analyzing vocal tract actions in real-time magnetic resonance imaging speech production data
- Source :
- The Journal of the Acoustical Society of America. 144:EL290-EL296
- Publication Year :
- 2018
- Publisher :
- Acoustical Society of America (ASA), 2018.
-
Abstract
- Real-time magnetic resonance imaging (MRI) speech production data have expanded the understanding of vocal tract actions. This letter presents an Automatic Centroid Tracking tool, ACT, which obtains both spatial and temporal information characterizing multi-directional articulatory movement. ACT auto-segments an articulatory object composed of connected pixels in a real-time MRI video, by finding its intensity centroids over time and returns kinematic profiles including direction and magnitude information of the object. This letter discusses the utility of ACT, which outperforms other similar object tracking techniques, by demonstrating its successful online tracking of vertical larynx movement. ACT can be deployed generally for dynamic image processing and analysis.
- Subjects :
- Larynx
Speech production
Acoustics and Ultrasonics
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Image processing
Speech synthesis
computer.software_genre
Tracking (particle physics)
01 natural sciences
030507 speech-language pathology & audiology
03 medical and health sciences
Arts and Humanities (miscellaneous)
0103 physical sciences
medicine
Humans
Speech
Computer vision
010301 acoustics
business.industry
Centroid
Magnetic Resonance Imaging
Jasa Express Letters
ComputingMethodologies_PATTERNRECOGNITION
medicine.anatomical_structure
Video tracking
Voice
Artificial intelligence
0305 other medical science
business
computer
Software
Vocal tract
Subjects
Details
- ISSN :
- 00014966
- Volume :
- 144
- Database :
- OpenAIRE
- Journal :
- The Journal of the Acoustical Society of America
- Accession number :
- edsair.doi.dedup.....52958613e16e409a1680df7064389c9c
- Full Text :
- https://doi.org/10.1121/1.5057367