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In recent years, Text-to-Audio Generation has achieved remarkable progress, offering sound creators powerful tools to transform textual inspirations into vivid audio. However, existing models predominantly operate directly in the acoustic…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-30 Zheqi Dai , Guangyan Zhang , Haolin He , Xiquan Li , Jingyu Li , Chunyat Wu , Yiwen Guo , Qiuqiang Kong

In this paper, we propose an AI based approach to Trailer Generation in the form of short videos for online educational courses. Trailers give an overview of the course to the learners and help them make an informed choice about the courses…

Computation and Language · Computer Science 2023-01-11 Prakhar Mishra , Chaitali Diwan , Srinath Srinivasa , G. Srinivasaraghavan

Many people with some form of hearing loss consider lipreading as their primary mode of day-to-day communication. However, finding resources to learn or improve one's lipreading skills can be challenging. This is further exacerbated in the…

Computer Vision and Pattern Recognition · Computer Science 2022-10-07 Aditya Agarwal , Bipasha Sen , Rudrabha Mukhopadhyay , Vinay Namboodiri , C. V Jawahar

Artificial intelligence (AI) retrieval-augmented generation (RAG) tools now enable educators to transform course materials into diverse multimedia at scale. However, it remains unclear whether such AI-generated content functions as a…

Computers and Society · Computer Science 2026-05-19 David James Woo , Deliang Wang , Kai Guo

Audio description (AD) narrates visual elements in video for blind and low-vision audiences. Recent work has shown that giving novice describers an AI-generated draft to start from helps produce higher-quality AD and lowers the barrier to…

Human-Computer Interaction · Computer Science 2026-05-08 Lana Do , Shasta Ihorn , Charity M. Pitcher-Cooper , Sanjay Mirani , Gio Jung , Hyunjoo Shim , Zhenzhen Qin , Kien T. Nguyen , Vassilis Athitsos , Ilmi Yoon

We introduce AI University (AI-U), a flexible framework for AI-driven course content delivery that adapts to instructors' teaching styles. At its core, AI-U fine-tunes a large language model (LLM) with retrieval-augmented generation (RAG)…

The aim of the work presented in this paper is to develop and evaluate an integrated system that provides automated lecture style evaluation, allowing teachers to get instant feedback related to the goodness of their lecturing style. The…

Computers and Society · Computer Science 2023-12-29 Eleni Dimitriadou , Andreas Lanitis

The vast pre-existing slides serve as rich and important materials to carry lecture knowledge. However, effectively leveraging lecture slides to serve students is difficult due to the multi-modal nature of slide content and the…

Computation and Language · Computer Science 2024-09-12 Daniel Zhang-Li , Zheyuan Zhang , Jifan Yu , Joy Lim Jia Yin , Shangqing Tu , Linlu Gong , Haohua Wang , Zhiyuan Liu , Huiqin Liu , Lei Hou , Juanzi Li

This paper provides a comprehensive review of the design and implementation of automatically generated assessment reports (AutoRs) for formative use in K-12 Science, Technology, Engineering, and Mathematics (STEM) classrooms. With the…

Human-Computer Interaction · Computer Science 2025-01-03 Ehsan Latif , Ying Chen , Xiaoming Zhai , Yue Yin

Today's video-conferencing tools support a rich range of professional and social activities, but their generic meeting environments cannot be dynamically adapted to align with distributed collaborators' needs. To enable end-user…

Human-Computer Interaction · Computer Science 2024-10-02 Shwetha Rajaram , Nels Numan , Balasaravanan Thoravi Kumaravel , Nicolai Marquardt , Andrew D. Wilson

With the rapid advancement of artificial intelligence (AI), the proliferation of AI-generated content (AIGC) tasks has significantly accelerated developments in text-to-video generation. As a result, the field of video production is…

Artificial Intelligence · Computer Science 2025-09-03 Jingxing Fan , Jinrong Shen , Yusheng Yao , Shuangqing Wang , Qian Wang , Yuling Wang

Multi-Modal automatic speech recognition (ASR) techniques aim to leverage additional modalities to improve the performance of speech recognition systems. While existing approaches primarily focus on video or contextual information, the…

Sound · Computer Science 2023-12-27 Haoxu Wang , Fan Yu , Xian Shi , Yuezhang Wang , Shiliang Zhang , Ming Li

Problem: Effective patient-centered communication is a core competency for physicians. However, both seasoned providers and medical trainees report decreased confidence in leading conversations on sensitive topics such as goals of care or…

Human-Computer Interaction · Computer Science 2024-05-31 Simon N. Chu , Alex J. Goodell

As the volume of long-form spoken-word content such as podcasts explodes, many platforms desire to present short, meaningful, and logically coherent segments extracted from the full content. Such segments can be consumed by users to sample…

Computation and Language · Computer Science 2021-12-13 Elise Jing , Kristiana Schneck , Dennis Egan , Scott A. Waterman

This full paper describes an LLM-assisted instruction integrated with a virtual cybersecurity lab platform. The digital transformation of Fourth Industrial Revolution (4IR) systems is reshaping workforce needs, widening skill gaps,…

Automatically generating presentations from documents is a challenging task that requires accommodating content quality, visual appeal, and structural coherence. Existing methods primarily focus on improving and evaluating the content…

Artificial Intelligence · Computer Science 2025-02-24 Hao Zheng , Xinyan Guan , Hao Kong , Jia Zheng , Weixiang Zhou , Hongyu Lin , Yaojie Lu , Ben He , Xianpei Han , Le Sun

Large-scale multimodal generative modeling has created milestones in text-to-image and text-to-video generation. Its application to audio still lags behind for two main reasons: the lack of large-scale datasets with high-quality text-audio…

This research introduces an innovative AI-driven multi-agent framework specifically designed for creating immersive audiobooks. Leveraging neural text-to-speech synthesis with FastSpeech 2 and VALL-E for expressive narration and…

Sound · Computer Science 2025-05-09 Shaja Arul Selvamani , Nia D'Souza Ganapathy

This paper introduces a media service model that exploits artificial intelligence (AI) video generators at the receive end. This proposal deviates from the traditional multimedia ecosystem, completely relying on in-house production, by…

Human-Computer Interaction · Computer Science 2024-02-21 Sungjun Ahn , Hyun-Jeong Yim , Youngwan Lee , Sung-Ik Park

The introduction of diffusion models has brought significant advances to the field of audio-driven talking head generation. However, the extremely slow inference speed severely limits the practical implementation of diffusion-based talking…

Graphics · Computer Science 2025-11-18 Haotian Wang , Yuzhe Weng , Jun Du , Haoran Xu , Xiaoyan Wu , Shan He , Bing Yin , Cong Liu , Jianqing Gao , Qingfeng Liu