文本驱动的虚拟扬声器

V. Obradović, Ilija Rajak, M. Secujski, V. Delić
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引用次数: 0

摘要

在新冠疫情期间,在线课程呈指数级增长,视频讲座对终身学习也很重要。然而,讲师在制作视频讲座时遇到了许多挑战,涉及语音录制(麦克风和噪声;措辞、发音和语调)和录像(摄像和灯光;外表的一致性)。修改和更新记录的内容尤其困难。本文提出了一种基于TTS合成和基于自定义数据集训练的Wav2Lip GAN的人工智能在创建虚拟扬声器中的应用的解决方案。我们将详细介绍一个试点项目,其中包括由数十名教师对开发的系统进行评估和测试。使用TTS通过提供不同语言的高质量语音,克服了说话者一致性的问题,而使用动画虚拟说话者则提高了学生的注意力和动机。
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Text driven virtual speakers
Online courses have had exponential growth during COVID-19 pandemic, and video lectures are also important for lifelong learning. However, lecturers experience a number of challenges in creating video lectures, related to both speech recording (microphone and noise; diction, articulation and intonation) and video recording (camera and light; consistency in appearance). It is particularly difficult to modify and update recorded content. The paper presents a solution for these problems based on the application of artificial intelligence in creating virtual speakers based on TTS synthesis and Wav2Lip GAN trained on a custom data set. A pilot project which included the evaluation and testing of the developed system by dozens of teachers will be presented in detail. The use of TTS overcomes the problems in achieving speaker consistency by providing high quality speech in different languages, while the attention and motivation of students is improved by using animated virtual speakers.
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