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相关论文: Generating Narrated Lecture Videos from Slides wit…

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Lecture slide element detection and retrieval are key problems in slide understanding. Training effective models for these tasks often depends on extensive manual annotation. However, annotating large volumes of lecture slides for…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Suyash Maniyar , Vishvesh Trivedi , Ajoy Mondal , Anand Mishra , C. V. Jawahar

Making a summary is a common learning strategy in lecture learning. It is an effective way for learners to engage in both traditional and video lectures. Video summarization is an effective technology applied to enhance learners'…

计算机与社会 · 计算机科学 2020-02-27 Lili Yan , Kai Li

Imagine sitting in a presentation, trying to follow the speaker while simultaneously scanning the slides for relevant information. While the entire slide is visible, identifying the relevant regions can be challenging. As you focus on one…

计算机视觉与模式识别 · 计算机科学 2026-01-16 Megha Mariam K M , C. V. Jawahar

We propose an end-to-end lecture video generation system that can generate realistic and complete lecture videos directly from annotated slides, instructor's reference voice and instructor's reference portrait video. Our system is primarily…

多媒体 · 计算机科学 2022-09-20 Wenbin Wang , Yang Song , Sanjay Jha

Generating presentation slides from a long document with multimodal elements such as text and images is an important task. This is time consuming and needs domain expertise if done manually. Existing approaches for generating a rich…

计算与语言 · 计算机科学 2024-06-12 Sambaran Bandyopadhyay , Himanshu Maheshwari , Anandhavelu Natarajan , Apoorv Saxena

Creating presentation materials requires complex multimodal reasoning skills to summarize key concepts and arrange them in a logical and visually pleasing manner. Can machines learn to emulate this laborious process? We present a novel task…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Tsu-Jui Fu , William Yang Wang , Daniel McDuff , Yale Song

In this paper, we propose an architecture to solve a novel problem statement that has stemmed more so in recent times with an increase in demand for virtual content delivery due to the COVID-19 pandemic. All educational institutions,…

机器学习 · 计算机科学 2021-06-29 Muvazima Mansoor , Srikanth Chandar , Ramamoorthy Srinath

We introduce Generative Lecture, a concept that makes existing lecture videos interactive through generative AI and AI clone instructors. By leveraging interactive avatars powered by HeyGen, ElevenLabs, and GPT-5, we embed an AI instructor…

人机交互 · 计算机科学 2025-12-30 Hye-Young Jo , Ada Yi Zhao , Xiaoan Liu , Ryo Suzuki

Lecture slide presentations, a sequence of pages that contain text and figures accompanied by speech, are constructed and presented carefully in order to optimally transfer knowledge to students. Previous studies in multimedia and…

人工智能 · 计算机科学 2022-08-18 Dong Won Lee , Chaitanya Ahuja , Paul Pu Liang , Sanika Natu , Louis-Philippe Morency

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

多媒体 · 计算机科学 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

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…

Generating presentation slides is a time-consuming task that urgently requires automation. Due to their limited flexibility and lack of automated refinement mechanisms, existing autonomous LLM-based agents face constraints in real-world…

计算与语言 · 计算机科学 2025-02-24 Yunqing Xu , Xinbei Ma , Jiyang Qiu , Hai Zhao

Over the last decade, online lecture videos have become increasingly popular and have experienced a meteoric rise during the pandemic. However, video-language research has primarily focused on instructional videos or movies, and tools to…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Darshan Singh S , Anchit Gupta , C. V. Jawahar , Makarand Tapaswi

Large Language Models (LLMs) have shown immense potential in education, automating tasks like quiz generation and content summarization. However, generating effective presentation slides introduces unique challenges due to the complexity of…

人工智能 · 计算机科学 2025-11-14 Eric Xie , Danielle Waterfield , Michael Kennedy , Aidong Zhang

Automatically generating a presentation from the text of a long document is a challenging and useful problem. In contrast to a flat summary, a presentation needs to have a better and non-linear narrative, i.e., the content of a slide can…

计算与语言 · 计算机科学 2024-05-24 Himanshu Maheshwari , Sambaran Bandyopadhyay , Aparna Garimella , Anandhavelu Natarajan

As generative AI (GenAI) tools become easily accessible, there is promise in using such tools to support instructors. To that end, this paper examines using GenAI to help generate slides from instructor authored course notes, emphasizing…

人工智能 · 计算机科学 2026-05-14 Juho Leinonen , Lisa Zhang , Arto Hellas

The rapid advancements in Large Language Models (LLMs) have revolutionized educational technology, enabling innovative approaches to automated and personalized content creation. This paper introduces Slide2Text, a system that leverages LLMs…

人工智能 · 计算机科学 2025-03-25 Yizhou Zhou

In today's fast-paced world, effective presentations have become an essential tool for communication in both online and offline meetings. The crafting of a compelling presentation requires significant time and effort, from gathering key…

计算与语言 · 计算机科学 2025-01-17 Tushar Aggarwal , Aarohi Bhand

This paper presents a benchmark dataset for aligning lecture videos with corresponding slides and introduces a novel multimodal algorithm leveraging features from speech, text, and images. It achieves an average accuracy of 0.82 in…

计算机视觉与模式识别 · 计算机科学 2024-09-26 Katharina Anderer , Andreas Reich , Matthias Wölfel

While slide-based videos augmented with visual effects are widely utilized in education and research presentations, the video editing process -- particularly applying visual effects to ground spoken content to slide objects -- remains…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Rena Suzuki , Masato Kikuchi , Tadachika Ozono
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