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Visual storytelling aims to generate compelling narratives from image sequences. Existing models often focus on enhancing the representation of the image sequence, e.g., with external knowledge sources or advanced graph structures. Despite…

计算与语言 · 计算机科学 2023-10-19 Danyang Liu , Mirella Lapata , Frank Keller

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…

计算与语言 · 计算机科学 2021-07-08 Chi-Yang Hsu , Yun-Wei Chu , Ting-Hao 'Kenneth' Huang , Lun-Wei Ku

As a cross-modal task, visual storytelling aims to generate a story for an ordered image sequence automatically. Different from the image captioning task, visual storytelling requires not only modeling the relationships between objects in…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Weiran Chen , Xin Li , Jiaqi Su , Guiqian Zhu , Ying Li , Yi Ji , Chunping Liu

Visual storytelling is a task of generating relevant and interesting stories for given image sequences. In this work we aim at increasing the diversity of the generated stories while preserving the informative content from the images. We…

计算机视觉与模式识别 · 计算机科学 2021-02-08 Hong Chen , Yifei Huang , Hiroya Takamura , Hideki Nakayama

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…

计算与语言 · 计算机科学 2020-11-02 Ruize Wang , Zhongyu Wei , Ying Cheng , Piji Li , Haijun Shan , Ji Zhang , Qi Zhang , Xuanjing Huang

Sequential vision-to-language or visual storytelling has recently been one of the areas of focus in computer vision and language modeling domains. Though existing models generate narratives that read subjectively well, there could be cases…

计算与语言 · 计算机科学 2020-01-07 Aditya Surikuchi , Jorma Laaksonen

We define "visual story-writing" as using visual representations of story elements to support writing and revising narrative texts. To demonstrate this approach, we developed a text editor that automatically visualizes a graph of entity…

人机交互 · 计算机科学 2025-08-01 Damien Masson , Zixin Zhao , Fanny Chevalier

Visual storytelling is an interdisciplinary field combining computer vision and natural language processing to generate cohesive narratives from sequences of images. This paper presents a novel approach that leverages recent advancements in…

计算与语言 · 计算机科学 2025-06-11 Mohamed Gado , Towhid Taliee , Muhammad Memon , Dmitry Ignatov , Radu Timofte

Visual Storytelling is a challenging multimodal task between Vision & Language, where the purpose is to generate a story for a stream of images. Its difficulty lies on the fact that the story should be both grounded to the image sequence…

计算与语言 · 计算机科学 2025-08-21 Admitos Passadakis , Yingjin Song , Albert Gatt

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…

计算机视觉与模式识别 · 计算机科学 2023-07-17 Zainy M. Malakan , Ghulam Mubashar Hassan , Ajmal Mian

Story visualization aims to generate a sequence of images to narrate each sentence in a multi-sentence story with a global consistency across dynamic scenes and characters. Current works still struggle with output images' quality and…

计算机视觉与模式识别 · 计算机科学 2022-09-23 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…

计算机视觉与模式识别 · 计算机科学 2022-03-11 Tengpeng Li , Hanli Wang , Bin He , Chang Wen Chen

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…

计算与语言 · 计算机科学 2024-08-13 Yingjin Song , Denis Paperno , Albert Gatt

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…

计算与语言 · 计算机科学 2019-11-26 Tianyi Li , Sujian Li

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…

计算机视觉与模式识别 · 计算机科学 2019-09-30 Md Sultan Al Nahian , Tasmia Tasrin , Sagar Gandhi , Ryan Gaines , Brent Harrison

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,…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Yuechen Wang , Wengang Zhou , Zhenbo Lu , Houqiang 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…

多媒体 · 计算机科学 2019-08-06 Jiacheng Li , Haizhou Shi , Siliang Tang , Fei Wu , Yueting Zhuang

Visual storytelling (VST) is the task of generating a story paragraph that describes a given image sequence. Most existing storytelling approaches have evaluated their models using traditional natural language generation metrics like BLEU…

计算机视觉与模式识别 · 计算机科学 2022-05-10 Eileen Wang , Caren Han , Josiah Poon

Visual storytelling is a task of creating a short story based on photo streams. Unlike existing visual captioning, storytelling aims to contain not only factual descriptions, but also human-like narration and semantics. However, the VIST…

计算机视觉与模式识别 · 计算机科学 2020-02-04 Yunjae Jung , Dahun Kim , Sanghyun Woo , Kyungsu Kim , Sungjin Kim , In So Kweon

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
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