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Speaker-Specific Articulatory Assessment and Measurements during Portuguese Speech Production Based on Magnetic Resonance Images

机译:基于磁共振图像的葡萄牙语语音制作过程中特定于说话者的发音评估和测量

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摘要

The development of two and three-dimensional magnetic resonance imaging (MRI) opened new options for a better understanding of speech production; in particular, for the articulation process, comparing with other imaging techniques, such as x-rays. Several MRI studies have been carried out considering different languages, but concerning European Portuguese the available information is far from being completely achieved. Recently, the knowledge gained with the application of deformable models in magnetic resonance images towards the automatic study of the vocal tract, has allowed an enhanced identification and description of the articulatory mechanism and its organs. Our aim is to extract and evaluate the main characteristics of the movements of vocal tract during European Portuguese speech production to achieve speaker-specific articulatory assessment from MRI. For this, we used active shape and active appearance models to identify, i.e. to segment, and simulate the vocal tract's shape in MR images and concluded that both are suitable for such tasks being the later more proficient. The findings obtained are believed to be useful for speech rehabilitation and simulation purposes, namely to recognize and simulate the compensatory movements of the articulators during speech production. Therefore, this chapter gains particular interest within the communities of speech study and rehabilitation, medical imaging and bioengineering. It is organized as follows: the introduction section starts with a literature review concerning the use, application and challenges of MRI in speech production study, in particular for speech articulation. In addition, image analysis techniques based on deformable templates, more specifically by using geometrical shapes driven by parameterized functions, are introduced. In the second section, the adopted methodology of MRI acquisition and data assessment are described. Based on this image analysis approach, in the results section the key aspects of articulatory movements during the production of relevant European Portuguese speech sounds are addressed. In the final section of this chapter, conclusions are presented and further suggestions for future work are indicated.
机译:二维和三维磁共振成像(MRI)的发展为更好地理解语音产生开辟了新的选择。特别是对于关节运动过程,与其他成像技术(例如X射线)进行比较。已经针对不同的语言进行了几次MRI研究,但是有关欧洲葡萄牙语的可用信息远未完全实现。近来,通过在磁共振图像中将变形模型应用到声带的自动研究中所获得的知识,已经增强了对发音机制及其器官的识别和描述。我们的目的是提取和评估欧洲葡萄牙语语音制作过程中声道运动的主要特征,以实现MRI特定于说话者的清晰度评估。为此,我们使用了主动形状和主动外观模型来识别(即分割和模拟MR图像中的声道形状),并得出结论认为两者都适合于此类任务,因为后者更加熟练。据信所获得的发现对于语音恢复和模拟目的是有用的,即识别和模拟在语音产生期间发音器的补偿运动。因此,本章在语音研究和康复,医学影像和生物工程领域引起了特别的兴趣。它的组织如下:引言部分从文献综述开始,内容涉及MRI在语音产生研究中,尤其是在语音表达方面的用途,应用和挑战。另外,介绍了基于可变形模板的图像分析技术,更具体地说,是通过使用由参数化函数驱动的几何形状。在第二部分中,介绍了采用的MRI采集和数据评估方法。基于这种图像分析方法,在结果部分中,解决了在产生相关的欧洲葡萄牙语语音过程中发音运动的关键方面。在本章的最后部分,提出了结论,并指出了对未来工作的进一步建议。

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  • 来源
    《Journal of Communications Research》 |2011年第3期|233-253|共21页
  • 作者单位

    Radiology Department, School of Allied Health Science -Porto Polytechnic Institute (IPP) / Faculty of Engineering, University of Porto-PORTUGAL;

    Laboratory of Optics and Experimental Mechanics, Institute of Mechanical Engineering and Industrial Management / Department of Mechanical Engineering, Faculty of Engineering, University of Porto-PORTUGAL;

    Department of Electrical Engineering and Computers, Faculty of Engineering, University of Porto-PORTUGAL;

    Radiology Service, Sao Joao Hospital / Faculty of Medicine, University of Porto-PORTUGAL;

    Laboratory of Optics and Experimental Mechanics, Institute of Mechanical Engineering and Industrial Management / Department of Mechanical Engineering, Faculty of Engineering, University of Porto-PORTUGAL;

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