دورية أكاديمية

An Overview of the ADReSS-M Signal Processing Grand Challenge on Multilingual Alzheimer's Dementia Recognition Through Spontaneous Speech

التفاصيل البيبلوغرافية
العنوان: An Overview of the ADReSS-M Signal Processing Grand Challenge on Multilingual Alzheimer's Dementia Recognition Through Spontaneous Speech
المؤلفون: Saturnino Luz, Fasih Haider, Davida Fromm, Ioulietta Lazarou, Ioannis Kompatsiaris, Brian MacWhinney
المصدر: IEEE Open Journal of Signal Processing, Vol 5, Pp 738-749 (2024)
بيانات النشر: IEEE, 2024.
سنة النشر: 2024
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Biomedical signal processing, medical conditions, Alzheimer's disease, human disease biomarkers, speech processing, natural language processing, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: The ADReSS-M Signal Processing Grand Challenge was held at the 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023. The challenge targeted difficult automatic prediction problems of great societal and medical relevance, namely, the detection of Alzheimer's Dementia (AD) and the estimation of cognitive test scoress. Participants were invited to create models for the assessment of cognitive function based on spontaneous speech data. Most of these models employed signal processing and machine learning methods. The ADReSS-M challenge was designed to assess the extent to which predictive models built based on speech in one language generalise to another language. The language data compiled and made available for ADReSS-M comprised English, for model training, and Greek, for model testing and validation. To the best of our knowledge no previous shared research task investigated acoustic features of the speech signal or linguistic characteristics in the context of multilingual AD detection. This paper describes the context of the ADReSS-M challenge, its data sets, its predictive tasks, the evaluation methodology we employed, our baseline models and results, and the top five submissions. The paper concludes with a summary discussion of the ADReSS-M results, and our critical assessment of the future outlook in this field.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2644-1322
العلاقة: https://ieeexplore.ieee.org/document/10474114Test/; https://doaj.org/toc/2644-1322Test
DOI: 10.1109/OJSP.2024.3378595
الوصول الحر: https://doaj.org/article/3358bcc296ca45e8bb801eeabee568b5Test
رقم الانضمام: edsdoj.3358bcc296ca45e8bb801eeabee568b5
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:26441322
DOI:10.1109/OJSP.2024.3378595