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Storytelling aims to generate reasonable and vivid narratives based on an ordered image stream. The fidelity to the image story theme and the divergence of story plots attract readers to keep reading. Previous works iteratively improved the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-13 Chuanqi Zang , Jiji Tang , Rongsheng Zhang , Zeng Zhao , Tangjie Lv , Mingtao Pei , Wei Liang

Visual Story-Telling is the process of forming a multi-sentence story from a set of images. Appropriately including visual variation and contextual information captured inside the input images is one of the most challenging aspects of…

Computer Vision and Pattern Recognition · Computer Science 2023-07-17 Zainy M. Malakan , Ghulam Mubashar Hassan , Ajmal Mian

Story Visualization (SV) is a challenging generative vision task, that requires both visual quality and consistency between different frames in generated image sequences. Previous approaches either employ some kind of memory mechanism to…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Christos Papadimitriou , Giorgos Filandrianos , Maria Lymperaiou , Giorgos Stamou

We present "Narrative Weaver", a novel framework that addresses a fundamental challenge in generative AI: achieving multi-modal controllable, long-range, and consistent visual content generation. While existing models excel at generating…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Zhengjian Yao , Yongzhi Li , Xinyuan Gao , Quan Chen , Peng Jiang , Yanye Lu

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

Recent advances in text-to-image synthesis have led to large pretrained transformers with excellent capabilities to generate visualizations from a given text. However, these models are ill-suited for specialized tasks like story…

Computer Vision and Pattern Recognition · Computer Science 2022-09-14 Adyasha Maharana , Darryl Hannan , Mohit Bansal

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

Story visualization aims to generate coherent image sequences that faithfully represent a narrative and match given character references. Despite progress in generative models, existing benchmarks remain narrow in scope, often limited to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Cailin Zhuang , Ailin Huang , Yaoqi Hu , Jingwei Wu , Wei Cheng , Jiaqi Liao , Hongyuan Wang , Xinyao Liao , Weiwei Cai , Hengyuan Xu , Xuanyang Zhang , Xianfang Zeng , Zhewei Huang , Gang Yu , Chi Zhang

Unified models aim to support both understanding and generation by encoding images into discrete tokens and processing them alongside text within a single autoregressive framework. This unified design offers architectural simplicity and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Ziyao Wang , Chen Chen , Jingtao Li , Weiming Zhuang , Jiabo Huang , Ang Li , Lingjuan Lyu

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

As a technically challenging topic, visual storytelling aims at generating an imaginary and coherent story with narrative multi-sentences from a group of relevant images. Existing methods often generate direct and rigid descriptions of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-11 Tengpeng Li , Hanli Wang , Bin He , Chang Wen Chen

Text-to-image diffusion models have achieved remarkable success, yet generating coherent image sequences for visual storytelling remains challenging. A key challenge is effectively leveraging all previous text-image pairs, referred to as…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 Sibo Dong , Ismail Shaheen , Maggie Shen , Rupayan Mallick , Sarah Adel Bargal

One of the primary challenges of visual storytelling is developing techniques that can maintain the context of the story over long event sequences to generate human-like stories. In this paper, we propose a hierarchical deep learning…

Computer Vision and Pattern Recognition · Computer Science 2019-09-30 Md Sultan Al Nahian , Tasmia Tasrin , Sagar Gandhi , Ryan Gaines , Brent Harrison

Despite significant progress in Vision-Language Pre-training (VLP), current approaches predominantly emphasize feature extraction and cross-modal comprehension, with limited attention to generating or transforming visual content. This gap…

Computer Vision and Pattern Recognition · Computer Science 2025-04-22 Ziyang Zhang , Yang Yu , Yucheng Chen , Xulei Yang , Si Yong Yeo

We introduce Lumina-Image 2.0, an advanced text-to-image generation framework that achieves significant progress compared to previous work, Lumina-Next. Lumina-Image 2.0 is built upon two key principles: (1) Unification - it adopts a…

Computational visual storytelling produces a textual description of events and interpretations depicted in a sequence of images. These texts are made possible by advances and cross-disciplinary approaches in natural language processing,…

Computation and Language · Computer Science 2018-07-24 Stephanie M. Lukin , Reginald Hobbs , Clare R. Voss

Visual storytelling aims to generate a narrative based on a sequence of images, necessitating both vision-language alignment and coherent story generation. Most existing solutions predominantly depend on paired image-text training data,…

Computer Vision and Pattern Recognition · Computer Science 2023-08-21 Yuechen Wang , Wengang Zhou , Zhenbo Lu , Houqiang Li

We present a system to convert any set of images (e.g., a video clip or a photo album) into a storyboard. We aim to create multiple pleasing graphic representations of the content at interactive rates, so the user can explore and find the…

Writing a coherent and engaging story is not easy. Creative writers use their knowledge and worldview to put disjointed elements together to form a coherent storyline, and work and rework iteratively toward perfection. Automated visual…

Computation and Language · Computer Science 2021-07-08 Chi-Yang Hsu , Yun-Wei Chu , Ting-Hao 'Kenneth' Huang , Lun-Wei Ku

Visual storytelling includes two important parts: coherence between the story and images as well as the story structure. For image to text neural network models, similar images in the sequence would provide close information for story…

Computation and Language · Computer Science 2018-05-31 Chao-Chun Hsu , Szu-Min Chen , Ming-Hsun Hsieh , Lun-Wei Ku