عنوان انگلیسی مقاله:
A review on speaker recognition: Technology and challenges
ترجمه فارسی عنوان مقاله:
مروری بر تشخیص گوینده: فناوری و چالش ها
Sciencedirect - Elsevier - Computers and Electrical Engineering, 90 (2021) 107005: doi:10:1016/j:compeleceng:2021:107005
Rafizah Mohd Hanifa
Voice is a behavioral biometric that conveys information related to a person’s traits, such as the speaker’s ethnicity, age, gender, and feeling. Speaker recognition deals with recognizing the identity of people based on their voice. Although researchers have been working on speaker recognition in the last eight decades, advancements in technology, such as the Internet of Things (IoT), smart devices, voice assistants, smart homes, and humanoids, have made its usage nowadays trendy. This paper provides a comprehensive review of the literature on speaker recognition. It discusses the advances made in the last decade, including the challenges in this area of research. This paper also highlights the system and structure of speaker recognition as well as its feature extraction and classifiers. The use of speaker recognition in applications is also presented. As recent studies showed the possibility of fooling machine learning into giving an incorrect pre-diction; thus, the adversarial attack is also discussed. The aim is to enhance researchers’ under-standing in the area of speaker recognition.
Keywords: Biometric | Open system | Speaker recognition | Text-independent | Feature extraction | Classifier | Machine learning | Adversarial attack