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We propose FairyGen, an automatic system for generating story-driven cartoon videos from a single child's drawing, while faithfully preserving its unique artistic style. Unlike previous storytelling methods that primarily focus on character…

Graphics · Computer Science 2025-06-30 Jiayi Zheng , Xiaodong Cun

Story Visualization aims to generate images aligned with story prompts, reflecting the coherence of storybooks through visual consistency among characters and scenes.Whereas current approaches exclusively concentrate on characters and…

Computer Vision and Pattern Recognition · Computer Science 2023-12-14 Sitong Su , Litao Guo , Lianli Gao , Heng Tao Shen , Jingkuan Song

Story visualization aims to generate a sequence of images to narrate each sentence in a multi-sentence story, where the images should be realistic and keep global consistency across dynamic scenes and characters. Current works face the…

Computer Vision and Pattern Recognition · Computer Science 2022-11-15 Bowen Li , Thomas Lukasiewicz

Storyboard synthesis plays a crucial role in visual storytelling, aiming to generate coherent shot sequences that visually narrate cinematic events with consistent characters, scenes, and transitions. However, existing approaches are mostly…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Junjia Huang , Binbin Yang , Pengxiang Yan , Jiyang Liu , Bin Xia , Zhao Wang , Yitong Wang , Liang Lin , Guanbin Li

In recent years, large-scale models have achieved significant advancements, accompanied by the emergence of numerous high-quality benchmarks for evaluating various aspects of their comprehension abilities. However, most existing benchmarks…

Computer Vision and Pattern Recognition · Computer Science 2025-01-14 Kangning Li , Zheyang Jia , Anyu Ying

Maintaining consistent characters, props, and environments across multiple shots is a central challenge in narrative video generation. Existing models can produce high-quality short clips but often fail to preserve entity identity and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Jinsong Zhou , Yihua Du , Xinli Xu , Luozhou Wang , Zijie Zhuang , Yehang Zhang , Shuaibo Li , Xiaojun Hu , Bolan Su , Ying-cong Chen

Customized text-to-video generation aims to produce high-quality videos that incorporate user-specified subject identities or motion patterns. However, existing methods mainly focus on personalizing a single concept, either subject identity…

Computer Vision and Pattern Recognition · Computer Science 2025-03-28 Chi-Pin Huang , Yen-Siang Wu , Hung-Kai Chung , Kai-Po Chang , Fu-En Yang , Yu-Chiang Frank Wang

Generating videos for visual storytelling can be a tedious and complex process that typically requires either live-action filming or graphics animation rendering. To bypass these challenges, our key idea is to utilize the abundance of…

Computer Vision and Pattern Recognition · Computer Science 2023-07-14 Yingqing He , Menghan Xia , Haoxin Chen , Xiaodong Cun , Yuan Gong , Jinbo Xing , Yong Zhang , Xintao Wang , Chao Weng , Ying Shan , Qifeng Chen

Bridging vision and natural language is a longstanding goal in computer vision and multimedia research. While earlier works focus on generating a single-sentence description for visual content, recent works have studied paragraph…

Multimedia · Computer Science 2020-05-15 Junnan Li , Yongkang Wong , Qi Zhao , Mohan S. Kankanhalli

Story visualization advances the traditional text-to-image generation by enabling multiple image generation based on a complete story. This task requires machines to 1) understand long text inputs and 2) produce a globally consistent image…

Computer Vision and Pattern Recognition · Computer Science 2022-10-25 Hong Chen , Rujun Han , Te-Lin Wu , Hideki Nakayama , Nanyun Peng

Generating coherent and communicative visual sequences, such as image sequences and videos, remains a significant challenge for current multimodal systems. Despite advances in visual quality and the integration of world knowledge, existing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Chutian Meng , Fan Ma , Chi Zhang , Jiaxu Miao , Yi Yang , Yueting Zhuang

The Audio Description (AD) task aims to generate descriptions of visual elements for visually impaired individuals to help them access long-form video content, like movies. With video feature, text, character bank and context information as…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Hanlin Wang , Zhan Tong , Kecheng Zheng , Yujun Shen , Limin Wang

Story visualization aims to generate a series of realistic and coherent images based on a storyline. Current models adopt a frame-by-frame architecture by transforming the pre-trained text-to-image model into an auto-regressive manner.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-10 Ming Tao , Bing-Kun Bao , Hao Tang , Yaowei Wang , Changsheng Xu

Text-to-image generation models have seen considerable advancement, catering to the increasing interest in personalized image creation. Current customization techniques often necessitate users to provide multiple images (typically 3-5) for…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Linhao Zhong , Yan Hong , Wentao Chen , Binglin Zhou , Yiyi Zhang , Jianfu Zhang , Liqing Zhang

Style-conditioned scene text generation faces unique challenges in extracting precise text styles from complex backgrounds and maintaining fine-grained style consistency across characters, especially for multilingual scripts. We propose…

Computer Vision and Pattern Recognition · Computer Science 2026-05-15 Zeyu Chen , Fangmin Zhao , Yan Shu , Yichao Liu , Liu Yu , Yu Zhou

Visual storytelling is the task of generating stories based on a sequence of images. Inspired by the recent works in neural generation focusing on controlling the form of text, this paper explores the idea of generating these stories in…

Computation and Language · Computer Science 2019-06-18 Shrimai Prabhumoye , Khyathi Raghavi Chandu , Ruslan Salakhutdinov , Alan W Black

The task of image captioning demands an algorithm to generate natural language descriptions of visual inputs. Recent advancements have seen a convergence between image captioning research and the development of Large Language Models (LLMs)…

Computer Vision and Pattern Recognition · Computer Science 2024-12-06 Davide Bucciarelli , Nicholas Moratelli , Marcella Cornia , Lorenzo Baraldi , Rita Cucchiara

Unified multimodal understanding and generation models enable richer human-AI interaction. Yet jointly customizing a character's persona, dialogue style, and visual identity while maintaining output consistency across modalities remains…

Machine Learning · Computer Science 2026-05-12 Chao Tang , Jianzong Wu , Qingyu Shi , Ye Tian , Aixi Zhang , Hao Jiang , Jiangning Zhang , Yunhai Tong

Current movie dubbing technology can produce the desired speech using a reference voice and input video, maintaining perfect synchronization with the visuals while effectively conveying the intended emotions. However, crucial aspects of…

Multimedia · Computer Science 2025-05-23 Junjie Zheng , Zihao Chen , Chaofan Ding , Yunming Liang , Yihan Fan , Huan Yang , Lei Xie , Xinhan Di

Recent visual generative models enable story generation with consistent characters from text, but human-centric story generation faces additional challenges, such as maintaining detailed and diverse human face consistency and coordinating…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Donghao Zhou , Jingyu Lin , Guibao Shen , Quande Liu , Jialin Gao , Lihao Liu , Lan Du , Cunjian Chen , Chi-Wing Fu , Xiaowei Hu , Pheng-Ann Heng