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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

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

The exponential growth of data has outpaced human ability to process information, necessitating innovative approaches for effective human-data interaction. To transform raw data into meaningful insights, storytelling, and visualization have…

Storyline visualization has emerged as an innovative method for illustrating the development and changes in stories across various domains. Traditional approaches typically represent stories with one line per character, progressing from…

Human-Computer Interaction · Computer Science 2024-08-06 Haonan Yao , Lixiang Zhao , Boyuan Chen , Kaiwen Li , Hai-Ning Liang , Lingyun Yu

Visual storytelling is an emerging field that combines images and narratives to create engaging and contextually rich stories. Despite its potential, generating coherent and emotionally resonant visual stories remains challenging due to the…

Computer Vision and Pattern Recognition · Computer Science 2024-07-04 Xiaochuan Lin , Xiangyong Chen

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

Story visualization (SV) is a challenging text-to-image generation task for the difficulty of not only rendering visual details from the text descriptions but also encoding a long-term context across multiple sentences. While prior efforts…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Daechul Ahn , Daneul Kim , Gwangmo Song , Seung Hwan Kim , Honglak Lee , Dongyeop Kang , Jonghyun Choi

Visual Storytelling~(VIST) is a task to tell a narrative story about a certain topic according to the given photo stream. The existing studies focus on designing complex models, which rely on a huge amount of human-annotated data. However,…

Computation and Language · Computer Science 2020-08-12 Jiacheng Li , Siliang Tang , Juncheng Li , Jun Xiao , Fei Wu , Shiliang Pu , Yueting Zhuang

Designing a visualization is often a process of iterative refinement where the designer improves a chart over time by adding features, improving encodings, and fixing mistakes. However, effective design requires external critique and…

Human-Computer Interaction · Computer Science 2023-03-14 Sungbok Shin , Sanghyun Hong , Niklas Elmqvist

Generating a short story out of an image is arduous. Unlike image captioning, story generation from an image poses multiple challenges: preserving the story coherence, appropriately assessing the quality of the story, steering the generated…

Computation and Language · Computer Science 2022-09-13 Holy Lovenia , Bryan Wilie , Romain Barraud , Samuel Cahyawijaya , Willy Chung , Pascale Fung

Visual storytelling systems generate multi-sentence stories from image sequences. In this task, capturing contextual information and bridging visual variation bring additional challenges. We propose a simple yet effective framework that…

Computation and Language · Computer Science 2024-08-13 Yingjin Song , Denis Paperno , Albert Gatt

Visual storytelling consists in generating a natural language story given a temporally ordered sequence of images. This task is not only challenging for models, but also very difficult to evaluate with automatic metrics since there is no…

Computation and Language · Computer Science 2024-10-28 Aditya K Surikuchi , Raquel Fernández , Sandro Pezzelle

Despite significant progress in the field, it is still challenging to create personalized visual representations that align closely with the desires and preferences of individual users. This process requires users to articulate their ideas…

Computer Vision and Pattern Recognition · Computer Science 2025-01-03 Zijie Chen , Lichao Zhang , Fangsheng Weng , Lili Pan , Zhenzhong Lan

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

Story generation is an important natural language processing task that aims to generate coherent stories automatically. While the use of neural networks has proven effective in improving story generation, how to learn to generate an…

Computation and Language · Computer Science 2019-12-09 Gang Chen , Yang Liu , Huanbo Luan , Meng Zhang , Qun Liu , Maosong Sun

Previous work on visual storytelling mainly focused on exploring image sequence as evidence for storytelling and neglected textual evidence for guiding story generation. Motivated by human storytelling process which recalls stories for…

Computation and Language · Computer Science 2019-11-26 Tianyi Li , Sujian Li

Existing methods in the Visual Storytelling field often suffer from the problem of generating general descriptions, while the image contains a lot of meaningful contents remaining unnoticed. The failure of informative story generation can…

Multimedia · Computer Science 2019-08-06 Jiacheng Li , Haizhou Shi , Siliang Tang , Fei Wu , Yueting Zhuang

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

Automatic storytelling is challenging since it requires generating long, coherent natural language to describes a sensible sequence of events. Despite considerable efforts on automatic story generation in the past, prior work either is…

Computation and Language · Computer Science 2019-02-20 Lili Yao , Nanyun Peng , Ralph Weischedel , Kevin Knight , Dongyan Zhao , Rui Yan

Characters are essential to the plot of any story. Establishing the characters before writing a story can improve the clarity of the plot and the overall flow of the narrative. However, previous work on visual storytelling tends to focus on…

Computation and Language · Computer Science 2023-04-03 Danyang Liu , Frank Keller