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相关论文: StoryGAN: A Sequential Conditional GAN for Story V…

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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

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…

计算机视觉与模式识别 · 计算机科学 2022-10-25 Hong Chen , Rujun Han , Te-Lin Wu , Hideki Nakayama , Nanyun Peng

Story visualization is an under-explored task that falls at the intersection of many important research directions in both computer vision and natural language processing. In this task, given a series of natural language captions which…

计算与语言 · 计算机科学 2021-05-24 Adyasha Maharana , Darryl Hannan , Mohit Bansal

There has been a recent explosion of impressive generative models that can produce high quality images (or videos) conditioned on text descriptions. However, all such approaches rely on conditional sentences that contain unambiguous…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Tanzila Rahman , Hsin-Ying Lee , Jian Ren , Sergey Tulyakov , Shweta Mahajan , Leonid Sigal

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…

计算机视觉与模式识别 · 计算机科学 2022-11-15 Bowen Li , Thomas Lukasiewicz

Recent research in AI is focusing towards generating narrative stories about visual scenes. It has the potential to achieve more human-like understanding than just basic description generation of images- in-sequence. In this work, we…

人工智能 · 计算机科学 2018-09-25 Marko Smilevski , Ilija Lalkovski , Gjorgji Madjarov

Generating video stories from text prompts is a complex task. In addition to having high visual quality, videos need to realistically adhere to a sequence of text prompts whilst being consistent throughout the frames. Creating a benchmark…

Visual storytelling involves generating a sequence of coherent frames from a textual storyline while maintaining consistency in characters and scenes. Existing autoregressive methods, which rely on previous frame-sentence pairs, struggle…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Sixiao Zheng , Yanwei Fu

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

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…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Christos Papadimitriou , Giorgos Filandrianos , Maria Lymperaiou , Giorgos Stamou

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…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Daechul Ahn , Daneul Kim , Gwangmo Song , Seung Hwan Kim , Honglak Lee , Dongyeop Kang , Jonghyun Choi

Story visualization has gained increasing attention in artificial intelligence. However, existing methods still struggle with maintaining a balance between character identity preservation and text-semantics alignment, largely due to a lack…

计算机视觉与模式识别 · 计算机科学 2025-02-26 Jinlu Zhang , Jiji Tang , Rongsheng Zhang , Tangjie Lv , Xiaoshuai Sun

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…

计算与语言 · 计算机科学 2018-05-31 Chao-Chun Hsu , Szu-Min Chen , Ming-Hsun Hsieh , Lun-Wei Ku

A storyboard is a sequence of images to illustrate a story containing multiple sentences, which has been a key process to create different story products. In this paper, we tackle a new multimedia task of automatic storyboard creation to…

机器学习 · 计算机科学 2019-12-02 Shizhe Chen , Bei Liu , Jianlong Fu , Ruihua Song , Qin Jin , Pingping Lin , Xiaoyu Qi , Chunting Wang , Jin Zhou

Story Visualization is an advanced task of computed vision that targets sequential image synthesis, where the generated samples need to be realistic, faithful to their conditioning and sequentially consistent. Our work proposes a novel…

计算机视觉与模式识别 · 计算机科学 2023-01-10 Nikolaos Tsakas , Maria Lymperaiou , Giorgos Filandrianos , Giorgos Stamou

Automated visual story generation aims to produce stories with corresponding illustrations that exhibit coherence, progression, and adherence to characters' emotional development. This work proposes a story generation pipeline to co-create…

人工智能 · 计算机科学 2023-01-10 Yuetian Chen , Ruohua Li , Bowen Shi , Peiru Liu , Mei Si

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…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Sitong Su , Litao Guo , Lianli Gao , Heng Tao Shen , Jingkuan Song

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

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

多媒体 · 计算机科学 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

Story visualization aims to generate a series of images that match the story described in texts, and it requires the generated images to satisfy high quality, alignment with the text description, and consistency in character identities.…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Wen Wang , Canyu Zhao , Hao Chen , Zhekai Chen , Kecheng Zheng , Chunhua Shen
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