This paper presents the implementation and initial evaluation of an AI-powered interactive video avatar designed to enhance student consultations in a university course. As educational institutions explore new ways to provide accessible and flexible academic support, we investigate the potential of AI avatars in consultation scenarios. The implementation combines video synthesis with natural language processing to create an interactive professor avatar trained on content from actual lectures. We evaluated the system with students through structured tasks focused on technical knowledge delivery, explanation capabilities, interaction and context management, and handling ambiguous queries. The assessment covered both educational effectiveness in sustaining meaningful dialogue and technical performance - including audiovisual synchronization and animation quality. Results demonstrate the avatar’s effectiveness in conveying technical content and maintaining educational context during consultations. Technical performance was particularly strong in speech quality and audiovisual synchronization, demonstrating robustness even when addressing technical queries on multimedia topics. These findings highlight the potential of AI avatars to enhance student consultations in technical academic subjects.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

AI-Driven Video Avatar for Academic Support

  • Stanisław Kumor,
  • Mikołaj Maik,
  • Krzysztof Walczak

摘要

This paper presents the implementation and initial evaluation of an AI-powered interactive video avatar designed to enhance student consultations in a university course. As educational institutions explore new ways to provide accessible and flexible academic support, we investigate the potential of AI avatars in consultation scenarios. The implementation combines video synthesis with natural language processing to create an interactive professor avatar trained on content from actual lectures. We evaluated the system with students through structured tasks focused on technical knowledge delivery, explanation capabilities, interaction and context management, and handling ambiguous queries. The assessment covered both educational effectiveness in sustaining meaningful dialogue and technical performance - including audiovisual synchronization and animation quality. Results demonstrate the avatar’s effectiveness in conveying technical content and maintaining educational context during consultations. Technical performance was particularly strong in speech quality and audiovisual synchronization, demonstrating robustness even when addressing technical queries on multimedia topics. These findings highlight the potential of AI avatars to enhance student consultations in technical academic subjects.