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Text-to-video generation has been dominated by diffusion-based or autoregressive models. These novel models provide plausible versatility, but are criticized for improper physical motion, shading and illumination, camera motion, and…

计算机视觉与模式识别 · 计算机科学 2025-05-06 Liu He , Yizhi Song , Hejun Huang , Pinxin Liu , Yunlong Tang , Daniel Aliaga , Xin Zhou

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

As short videos have risen in popularity, the role of video content in advertising has become increasingly significant. Typically, advertisers record a large amount of raw footage about the product and then create numerous different…

计算机视觉与模式识别 · 计算机科学 2025-04-09 Dongjun Qian , Kai Su , Yiming Tan , Qishuai Diao , Xian Wu , Chang Liu , Bingyue Peng , Zehuan Yuan

In the paradigm of AI-generated content (AIGC), there has been increasing attention to transferring knowledge from pre-trained text-to-image (T2I) models to text-to-video (T2V) generation. Despite their effectiveness, these frameworks face…

计算机视觉与模式识别 · 计算机科学 2024-02-07 Susung Hong , Junyoung Seo , Heeseong Shin , Sunghwan Hong , Seungryong Kim

This paper offers an insightful examination of how currently top-trending AI technologies, i.e., generative artificial intelligence (Generative AI) and large language models (LLMs), are reshaping the field of video technology, including…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Pengyuan Zhou , Lin Wang , Zhi Liu , Yanbin Hao , Pan Hui , Sasu Tarkoma , Jussi Kangasharju

The rapid evolution of large language models (LLMs) has transformed human-computer interaction (HCI), but the interaction with LLMs is currently mainly focused on text-based interactions, while other multi-model approaches remain…

人机交互 · 计算机科学 2025-02-14 Eason Chen , Chenyu Lin , Xinyi Tang , Aprille Xi , Canwen Wang , Jionghao Lin , Kenneth R Koedinger

Modern businesses are increasingly challenged by the time and expense required to generate and assess high-quality content. Human writers face time constraints, and extrinsic evaluations can be costly. While Large Language Models (LLMs)…

人工智能 · 计算机科学 2025-12-10 Thanh Vu , Richi Nayak , Thiru Balasubramaniam

Large Language Model (LLM)-based agents have shown promise in procedural tasks, but the potential of multimodal instructions augmented by texts and videos to assist users remains under-explored. To address this gap, we propose the Visually…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Muhammet Furkan Ilaslan , Ali Koksal , Kevin Qinhong Lin , Burak Satar , Mike Zheng Shou , Qianli Xu

Turning static slides into engaging video lectures takes considerable time and effort, requiring presenters to record explanations and visually guide their audience through the material. We introduce an end-to-end system designed to…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Alexander Holmberg

Recent text-to-video (T2V) generation methods have seen significant advancements. However, the majority of these works focus on producing short video clips of a single event (i.e., single-scene videos). Meanwhile, recent large language…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Han Lin , Abhay Zala , Jaemin Cho , Mohit Bansal

We introduce a novel diffusion-based video generation method, generating a video showing multiple events given multiple individual sentences from the user. Our method does not require a large-scale video dataset since our method uses a…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Gyeongrok Oh , Jaehwan Jeong , Sieun Kim , Wonmin Byeon , Jinkyu Kim , Sungwoong Kim , Sangpil Kim

The domain of automatic video trailer generation is currently undergoing a profound paradigm shift, transitioning from heuristic-based extraction methods to deep generative synthesis. While early methodologies relied heavily on low-level…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Abhishek Dharmaratnakar , Srivaths Ranganathan , Debanshu Das , Anushree Sinha

Millions of people worldwide rely on alternative and augmentative communication devices to communicate. Visual scene displays (VSDs) can enhance communication for these individuals by embedding communication options within contextualized…

Text-to-video generation models have shown significant progress in the recent years. However, they still struggle with generating complex dynamic scenes based on compositional text prompts, such as attribute binding for multiple objects,…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Kaiyi Huang , Yukun Huang , Xuefei Ning , Zinan Lin , Yu Wang , Xihui Liu

Text-conditioned diffusion models have emerged as a promising tool for neural video generation. However, current models still struggle with intricate spatiotemporal prompts and often generate restricted or incorrect motion. To address these…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Long Lian , Baifeng Shi , Adam Yala , Trevor Darrell , Boyi Li

Existing multi-agent video generation systems use LLM agents to orchestrate neural video generators, producing visually impressive but semantically unreliable outputs with no ground truth annotations. We present an agentic system that…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Nicolae Cudlenco , Mihai Masala , Marius Leordeanu

Text-to-video generation is an emerging field in generative AI, enabling the creation of realistic, semantically accurate videos from text prompts. While current models achieve impressive visual quality and alignment with input text, they…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Luca Zanchetta , Lorenzo Papa , Luca Maiano , Irene Amerini

Vision Language Models (VLMs) are poised to revolutionize the digital transformation of pharmacyceutical industry by enabling intelligent, scalable, and automated multi-modality content processing. Traditional manual annotation of…

计算机视觉与模式识别 · 计算机科学 2026-01-09 Suyash Mishra , Qiang Li , Srikanth Patil , Anubhav Girdhar

The scalability of high-quality online education is hindered by the high costs and slow cycles of manual content creation. Despite advancements in video generation, current approaches often fail to ensure pedagogical structure and precise…

计算机与社会 · 计算机科学 2026-04-28 Yuheng Wang , Runde Yang , Lin Wu , Jie Zhang , Jingru Fan , Tianle Zhou , Ruoyu Fu , Huatao Li , Ruijie Shi , Siheng Chen , Weinan E , Chen Qian

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
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