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The advent of AI-Generated Content (AIGC) has spurred research into automated video generation to streamline conventional processes. However, automating storytelling video production, particularly for customized narratives, remains…

计算机视觉与模式识别 · 计算机科学 2024-11-12 Panwen Hu , Jin Jiang , Jianqi Chen , Mingfei Han , Shengcai Liao , Xiaojun Chang , Xiaodan Liang

With the advancement of AIGC (AI-generated content) technologies, an increasing number of generative models are revolutionizing fields such as video editing, music generation, and even film production. However, due to the limitations of…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Daoan Zhang , Wenlin Yao , Xiaoyang Wang , Yebowen Hu , Jiebo Luo , Dong Yu

We present PresentAgent, a multimodal agent that transforms long-form documents into narrated presentation videos. While existing approaches are limited to generating static slides or text summaries, our method advances beyond these…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Jingwei Shi , Zeyu Zhang , Biao Wu , Yanjie Liang , Meng Fang , Ling Chen , Yang Zhao

The rapid advancement of large language models (LLMs) and artificial intelligence-generated content (AIGC) has accelerated AI-native applications, such as AI-based storybooks that automate engaging story production for children. However,…

计算与语言 · 计算机科学 2025-03-10 Xuenan Xu , Jiahao Mei , Chenliang Li , Yuning Wu , Ming Yan , Shaopeng Lai , Ji Zhang , Mengyue Wu

We introduce GenAgent, unifying visual understanding and generation through an agentic multimodal model. Unlike unified models that face expensive training costs and understanding-generation trade-offs, GenAgent decouples these capabilities…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Kaixun Jiang , Yuzheng Wang , Junjie Zhou , Pandeng Li , Zhihang Liu , Chen-Wei Xie , Zhaoyu Chen , Yun Zheng , Wenqiang Zhang

Presentation generation is moving beyond static slide creation toward end-to-end presentation video generation with research grounding, multimodal media, and interactive delivery. We introduce PresentAgent-2, an agentic framework for…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Wei Wu , Ziyang Xu , Zeyu Zhang , Yang Zhao , Hao Tang

Custom Storyboard Generation (CSG) aims to produce high-quality, multi-character consistent storytelling. Current approaches based on static diffusion models, whether used in a one-shot manner or within multi-agent frameworks, face three…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Hailong Yan , Shice Liu , Tao Wang , Xiangtao Zhang , Yijie Zhong , Jinwei Chen , Le Zhang , Bo Li

Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this paper, utilizes Large Language Models and generative tools…

计算与语言 · 计算机科学 2024-06-24 Samuel S. Sohn , Danrui Li , Sen Zhang , Che-Jui Chang , Mubbasir Kapadia

This paper proposes a multi-agent artificial intelligence system that generates response-oriented media content in real time based on audio-derived emotional signals. Unlike conventional speech emotion recognition studies that focus…

人工智能 · 计算机科学 2026-01-21 HyeYoung Lee

Recent advancements in multi-agent systems have demonstrated significant potential for enhancing creative task performance, such as long video generation. This study introduces three innovations to improve multi-agent collaboration. First,…

多智能体系统 · 计算机科学 2025-10-28 Zheng Wei , Mingchen Li , Zeqian Zhang , Ruibin Yuan , Pan Hui , Huamin Qu , James Evans , Maneesh Agrawala , Anyi Rao

Maintaining narrative coherence and visual consistency remains a central challenge in open-domain video generation. Existing text-to-video models often treat each shot independently, resulting in identity drift, scene inconsistency, and…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Qinglin Zeng , Kaitong Cai , Ruiqi Chen , Qinhan Lv , Keze Wang

Several text-to-video diffusion models have demonstrated commendable capabilities in synthesizing high-quality video content. However, it remains a formidable challenge pertaining to maintaining temporal consistency and ensuring action…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Deshun Yang , Luhui Hu , Yu Tian , Zihao Li , Chris Kelly , Bang Yang , Cindy Yang , Yuexian Zou

The rapid progress of Artificial Intelligence Generated Content (AIGC) tools enables images, videos, and visualizations to be created on demand for webpage design, offering a flexible and increasingly adopted paradigm for modern UI/UX.…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Yan Li , Zezi Zeng , Yifan Yang , Yuqing Yang , Ning Liao , Weiwei Guo , Lili Qiu , Mingxi Cheng , Qi Dai , Zhendong Wang , Zhengyuan Yang , Xue Yang , Ji Li , Lijuan Wang , Chong Luo

Story visualization is the transformation of narrative elements into image sequences. While existing research has primarily focused on visual contextual coherence, the deeper narrative essence of stories often remains overlooked. This…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Seungkwon Kim , GyuTae Park , Sangyeon Kim , Seung-Hun Nam

High-quality code documentation is crucial for software development especially in the era of AI. However, generating it automatically using Large Language Models (LLMs) remains challenging, as existing approaches often produce incomplete,…

软件工程 · 计算机科学 2025-05-27 Dayu Yang , Antoine Simoulin , Xin Qian , Xiaoyi Liu , Yuwei Cao , Zhaopu Teng , Grey Yang

This paper presents BattleAgent, an emulation system that combines the Large Vision-Language Model and Multi-agent System. This novel system aims to simulate complex dynamic interactions among multiple agents, as well as between agents and…

人机交互 · 计算机科学 2024-04-25 Shuhang Lin , Wenyue Hua , Lingyao Li , Che-Jui Chang , Lizhou Fan , Jianchao Ji , Hang Hua , Mingyu Jin , Jiebo Luo , Yongfeng Zhang

Virtual film production requires intricate decision-making processes, including scriptwriting, virtual cinematography, and precise actor positioning and actions. Motivated by recent advances in automated decision-making with language…

计算与语言 · 计算机科学 2025-01-23 Zhenran Xu , Longyue Wang , Jifang Wang , Zhouyi Li , Senbao Shi , Xue Yang , Yiyu Wang , Baotian Hu , Jun Yu , Min Zhang

The rapid progress of Large Language Models has advanced agentic systems in decision-making, coordination, and task execution. Yet, existing agentic system generation frameworks lack full autonomy, missing from-scratch agent generation,…

人工智能 · 计算机科学 2025-06-19 Yao Zhang , Chenyang Lin , Shijie Tang , Haokun Chen , Shijie Zhou , Yunpu Ma , Volker Tresp

In the accelerating era of human-instructed visual content creation, diffusion models have demonstrated remarkable generative potential. Yet their deployment is constrained by a dual bottleneck: semantic ambiguity in diverse prompts and the…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Jie Qin , Jie Wu , Weifeng Chen , Yueming Lyu

Autonomous agent frameworks still struggle to reconcile long-term experiential learning with real-time, context-sensitive decision-making. In practice, this gap appears as static cognition, rigid workflow dependence, and inefficient context…

人工智能 · 计算机科学 2026-03-11 Xiaoxing Wang , Ning Liao , Shikun Wei , Chen Tang , Feiyu Xiong
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