Department of Computer Science, University of Sheffield, Sheffield, United Kingdom.
Health Sciences School, University of Sheffield, Sheffield, United Kingdom.
PLoS One. 2023 Aug 7;18(8):e0287971. doi: 10.1371/journal.pone.0287971. eCollection 2023.
The Dysarthric Expressed Emotional Database (DEED) is a novel, parallel multimodal (audio-visual) database of dysarthric and typical emotional speech in British English which is a first of its kind. It is an induced (elicited) emotional database that includes speech recorded in the six basic emotions: "happiness", "sadness", "anger", "surprise", "fear", and "disgust". A "neutral" state has also been recorded as a baseline condition. The dysarthric speech part includes recordings from 4 speakers: one female speaker with dysarthria due to cerebral palsy and 3 speakers with dysarthria due to Parkinson's disease (2 female and 1 male). The typical speech part includes recordings from 21 typical speakers (9 female and 12 male). This paper describes the collection of the database, covering its design, development, technical information related to the data capture, and description of the data files and presents the validation methodology. The database was validated subjectively (human performance) and objectively (automatic recognition). The achieved results demonstrated that this database will be a valuable resource for understanding emotion communication by people with dysarthria and useful in the research field of dysarthric emotion classification. The database is freely available for research purposes under a Creative Commons licence at: https://sites.google.com/sheffield.ac.uk/deed.
《构音障碍表达情感数据库(DEED)》是一个新颖的、平行的多模态(视听)的英语构音障碍和典型情感语音数据库,这在同类数据库中尚属首例。它是一个诱导(诱发)情感数据库,包含在六种基本情感中录制的语音:“快乐”、“悲伤”、“愤怒”、“惊讶”、“恐惧”和“厌恶”。还记录了“中性”状态作为基线条件。构音障碍语音部分包括来自 4 位发音人的录音:一位因脑瘫而发音障碍的女性发音人和因帕金森病而发音障碍的 3 位发音人(2 位女性和 1 位男性)。典型语音部分包括来自 21 位典型发音人的录音(9 位女性和 12 位男性)。本文描述了数据库的收集,包括其设计、开发、与数据采集相关的技术信息,以及数据文件的描述,并提出了验证方法。该数据库已经过主观(人类表现)和客观(自动识别)验证。所取得的结果表明,该数据库将成为理解构音障碍者情感交流的宝贵资源,并且在构音障碍情感分类的研究领域也将非常有用。该数据库可在 Creative Commons 许可下免费用于研究目的,网址为:https://sites.google.com/sheffield.ac.uk/deed。