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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…

Computation and Language · Computer Science 2025-01-23 Zhenran Xu , Longyue Wang , Jifang Wang , Zhouyi Li , Senbao Shi , Xue Yang , Yiyu Wang , Baotian Hu , Jun Yu , Min Zhang

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…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Qinglin Zeng , Kaitong Cai , Ruiqi Chen , Qinhan Lv , Keze Wang

While diffusion models generate high-fidelity video clips, transforming them into coherent storytelling engines remains challenging. Current agentic pipelines automate this via chained modules but suffer from semantic drift and cascading…

Visual storytelling aims to generate a narrative paragraph from a sequence of images automatically. Existing approaches construct text description independently for each image and roughly concatenate them as a story, which leads to the…

Computation and Language · Computer Science 2020-11-02 Ruize Wang , Zhongyu Wei , Ying Cheng , Piji Li , Haijun Shan , Ji Zhang , Qi Zhang , Xuanjing Huang

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…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 Panwen Hu , Jin Jiang , Jianqi Chen , Mingfei Han , Shengcai Liao , Xiaojun Chang , Xiaodan Liang

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…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Seungkwon Kim , GyuTae Park , Sangyeon Kim , Seung-Hun Nam

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,…

Multiagent Systems · Computer Science 2025-10-28 Zheng Wei , Mingchen Li , Zeqian Zhang , Ruibin Yuan , Pan Hui , Huamin Qu , James Evans , Maneesh Agrawala , Anyi Rao

Photo retouching is integral to photographic art, extending far beyond simple technical fixes to heighten emotional expression and narrative depth. While artists leverage expertise to create unique visual effects through deliberate…

Computer Vision and Pattern Recognition · Computer Science 2025-05-30 Haoyu Chen , Keda Tao , Yizao Wang , Xinlei Wang , Lei Zhu , Jinjin Gu

Existing long-form video generation frameworks lack automated planning, requiring manual input for storylines, scenes, cinematography, and character interactions, resulting in high costs and inefficiencies. To address these challenges, we…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Weijia Wu , Zeyu Zhu , Mike Zheng Shou

User-generated cinematic creations are gaining popularity as our daily entertainment, yet it is a challenge to master cinematography for producing immersive contents. Many existing automatic methods focus on roughly controlling predefined…

Multimedia · Computer Science 2024-05-24 Xinyi Wu , Haohong Wang , Aggelos K. Katsaggelos

Video Question Answering (VQA) inherently relies on multimodal reasoning, integrating visual, temporal, and linguistic cues to achieve a deeper understanding of video content. However, many existing methods rely on feeding frame-level…

Computer Vision and Pattern Recognition · Computer Science 2025-05-01 Noriyuki Kugo , Xiang Li , Zixin Li , Ashish Gupta , Arpandeep Khatua , Nidhish Jain , Chaitanya Patel , Yuta Kyuragi , Yasunori Ishii , Masamoto Tanabiki , Kazuki Kozuka , Ehsan Adeli

Recent advances in video generation have produced models capable of synthesizing stunning visual content from simple text prompts. However, these models struggle to generate long-form, coherent narratives from high-level concepts like…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Chenyu Mu , Xin He , Qu Yang , Wanshun Chen , Jiadi Yao , Huang Liu , Zihao Yi , Bo Zhao , Xingyu Chen , Ruotian Ma , Fanghua Ye , Erkun Yang , Cheng Deng , Zhaopeng Tu , Xiaolong Li , Linus

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…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Hailong Yan , Shice Liu , Tao Wang , Xiangtao Zhang , Yijie Zhong , Jinwei Chen , Le Zhang , Bo Li

Despite rapid advancements in video generation models, generating coherent storytelling videos that span multiple scenes and characters remains challenging. Current methods often rigidly convert pre-generated keyframes into fixed-length…

Multiagent Systems · Computer Science 2025-10-03 Haoyuan Shi , Yunxin Li , Xinyu Chen , Longyue Wang , Baotian Hu , Min Zhang

Text-to-image generation has advanced rapidly, but existing models still struggle with faithfully composing multiple objects and preserving their attributes in complex scenes. We propose coDrawAgents, an interactive multi-agent dialogue…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Chunhan Li , Qifeng Wu , Jia-Hui Pan , Ka-Hei Hui , Jingyu Hu , Yuming Jiang , Bin Sheng , Xihui Liu , Wenjuan Gong , Zhengzhe Liu

The surging demand for adapting long-form cinematic content into short videos has motivated the need for versatile automatic video compilation systems. However, existing compilation methods are limited to predefined tasks, and the community…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Peixuan Zhang , Chang Zhou , Ziyuan Zhang , Hualuo Liu , Chunjie Zhang , Jingqi Liu , Xiaohui Zhou , Xi Chen , Shuchen Weng , Si Li , Boxin Shi

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,…

Computation and Language · Computer Science 2025-03-10 Xuenan Xu , Jiahao Mei , Chenliang Li , Yuning Wu , Ming Yan , Shaopeng Lai , Ji Zhang , Mengyue Wu

Cinematic storytelling is profoundly shaped by the artful manipulation of photographic elements such as depth of field and exposure. These effects are crucial in conveying mood and creating aesthetic appeal. However, controlling these…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Huiqiang Sun , Liao Shen , Zhan Peng , Kun Wang , Size Wu , Yuhang Zang , Tianqi Liu , Zihao Huang , Xingyu Zeng , Zhiguo Cao , Wei Li , Chen Change Loy

With the advancement of generative models, the synthesis of different sensory elements such as music, visuals, and speech has achieved significant realism. However, the approach to generate multi-sensory outputs has not been fully explored,…

Computer Vision and Pattern Recognition · Computer Science 2024-08-22 Minheng Ni , Chenfei Wu , Huaying Yuan , Zhengyuan Yang , Ming Gong , Lijuan Wang , Zicheng Liu , Wangmeng Zuo , Nan Duan

Recent advancements in the field of AI agents have impacted the way we work, enabling greater automation and collaboration between humans and agents. In the data visualization field, multi-agent systems can be useful for employing agents…

Artificial Intelligence · Computer Science 2025-09-03 Anton Wolter , Georgios Vidalakis , Michael Yu , Ankit Grover , Vaishali Dhanoa
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