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Recent generative models have demonstrated impressive capabilities in generating realistic and visually pleasing images grounded on textual prompts. Nevertheless, a significant challenge remains in applying these models for the more…

计算机视觉与模式识别 · 计算机科学 2025-04-28 Xiaoqian Shen , Mohamed Elhoseiny

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

Continual learning for vision-language models has achieved remarkable performance through synthetic replay, where samples are generated using Stable Diffusion to regularize during finetuning and retain knowledge. However, real-world…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Kaihong Wang , Donghyun Kim , Margrit Betke

Storytelling is an open-ended task that entails creative thinking and requires a constant flow of ideas. Natural language generation (NLG) for storytelling is especially challenging because it requires the generated text to follow an…

计算与语言 · 计算机科学 2021-09-17 Eden Bensaid , Mauro Martino , Benjamin Hoover , Hendrik Strobelt

We propose a new task, called Story Visualization. Given a multi-sentence paragraph, the story is visualized by generating a sequence of images, one for each sentence. In contrast to video generation, story visualization focuses less on the…

计算机视觉与模式识别 · 计算机科学 2019-04-19 Yitong Li , Zhe Gan , Yelong Shen , Jingjing Liu , Yu Cheng , Yuexin Wu , Lawrence Carin , David Carlson , Jianfeng Gao

Character customization, or 'face crafting,' is a vital feature in role-playing games (RPGs), enhancing player engagement by enabling the creation of personalized avatars. Existing automated methods often struggle with generalizability…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Suzhen Wang , Weijie Chen , Wei Zhang , Minda Zhao , Lincheng Li , Rongsheng Zhang , Zhipeng Hu , Xin Yu

Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this paper, utilizes Large Language Models and generative tools…

计算与语言 · 计算机科学 2024-06-24 Samuel S. Sohn , Danrui Li , Sen Zhang , Che-Jui Chang , Mubbasir Kapadia

Text-to-story visualization is challenging due to the need for consistent interaction among multiple characters across frames. Existing methods struggle with character consistency, leading to artifact generation and inaccurate dialogue…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Ayan Banerjee , Josep Llados , Umapada Pal , Anjan Dutta

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

Stories are central to human culture, serving to share ideas, preserve traditions, and foster connections. Automatic story generation, a key advancement in artificial intelligence (AI), offers new possibilities for creating personalized…

World models - generative models that simulate environment dynamics conditioned on past observations and actions - are gaining prominence in planning, simulation, and embodied AI. However, evaluating their rollouts remains a fundamental…

We address the integration of storytelling and Large Language Models (LLMs) to develop engaging and believable Social Chatbots (SCs) in community settings. Motivated by the potential of fictional characters to enhance social interactions,…

人工智能 · 计算机科学 2023-09-21 Yuqian Sun , Hanyi Wang , Pok Man Chan , Morteza Tabibi , Yan Zhang , Huan Lu , Yuheng Chen , Chang Hee Lee , Ali Asadipour

Recent works demonstrate a remarkable ability to customize text-to-image diffusion models while only providing a few example images. What happens if you try to customize such models using multiple, fine-grained concepts in a sequential…

计算机视觉与模式识别 · 计算机科学 2024-05-03 James Seale Smith , Yen-Chang Hsu , Lingyu Zhang , Ting Hua , Zsolt Kira , Yilin Shen , Hongxia Jin

Role-Playing Agents (RPAs), benefiting from large language models, is an emerging interactive AI system that simulates roles or characters with diverse personalities. However, existing methods primarily focus on mimicking dialogues among…

Storytelling is a deeply personal and creative process, yet existing methods often treat users as passive consumers, offering generic plots with limited personalization. This undermines engagement and immersion, especially where individual…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Minh-Loi Nguyen , Quang-Khai Le , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Current learning-based subject customization approaches, predominantly relying on U-Net architectures, suffer from limited generalization ability and compromised image quality. Meanwhile, optimization-based methods require subject-specific…

计算机视觉与模式识别 · 计算机科学 2025-04-18 Jiale Tao , Yanbing Zhang , Qixun Wang , Yiji Cheng , Haofan Wang , Xu Bai , Zhengguang Zhou , Ruihuang Li , Linqing Wang , Chunyu Wang , Qin Lin , Qinglin Lu

The goal of this paper is to improve the performance and reliability of vision-language-action (VLA) models through iterative online interaction. Since collecting policy rollouts in the real world is expensive, we investigate whether a…

机器人学 · 计算机科学 2026-02-17 Yanjiang Guo , Tony Lee , Lucy Xiaoyang Shi , Jianyu Chen , Percy Liang , Chelsea Finn

We present Infinite-Story, a training-free framework for consistent text-to-image (T2I) generation tailored for multi-prompt storytelling scenarios. Built upon a scale-wise autoregressive model, our method addresses two key challenges in…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Jihun Park , Kyoungmin Lee , Jongmin Gim , Hyeonseo Jo , Minseok Oh , Wonhyeok Choi , Kyumin Hwang , Jaeyeul Kim , Minwoo Choi , Sunghoon Im

Every individual carries a unique and personal life story shaped by their memories and experiences. However, these memories are often scattered and difficult to organize into a coherent narrative, a challenge that defines the task of…

人机交互 · 计算机科学 2025-09-30 Shayan Talaei , Meijin Li , Kanu Grover , James Kent Hippler , Diyi Yang , Amin Saberi

Research on storytelling over the last 100 years has distinguished at least two levels of narrative representation (1) story, or fabula; and (2) discourse, or sujhet. We use this distinction to create Fabula Tales, a computational framework…

计算与语言 · 计算机科学 2017-08-30 Stephanie M. Lukin , Marilyn A. Walker