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Storyboarding is an established method for designing user experiences. Generative AI can support this process by helping designers quickly create visual narratives. However, existing tools only focus on accurate text-to-image generation.…

人机交互 · 计算机科学 2024-07-11 Zhaohui Liang , Xiaoyu Zhang , Kevin Ma , Zhao Liu , Xipei Ren , Kosa Goucher-Lambert , Can Liu

Large-scale text-to-image models that can generate high-quality and diverse images based on textual prompts have shown remarkable success. These models aim ultimately to create complex scenes, and addressing the challenge of multi-subject…

计算机视觉与模式识别 · 计算机科学 2024-05-03 Barak Battash , Amit Rozner , Lior Wolf , Ofir Lindenbaum

The comic production industry requires reference-based line art colorization with high accuracy, efficiency, contextual consistency, and flexible control. A comic page often involves diverse characters, objects, and backgrounds, which…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Junhao Zhuang , Lingen Li , Xuan Ju , Zhaoyang Zhang , Chun Yuan , Ying Shan

Text-to-Image (T2I) Diffusion Models have achieved remarkable performance in generating high quality images. However, enabling precise control of continuous attributes, especially multiple attributes simultaneously, in a new domain (e.g.,…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Wonwoong Cho , Yan-Ying Chen , Matthew Klenk , David I. Inouye , Yanxia Zhang

Irregular scene text recognition has attracted much attention from the research community, mainly due to the complexity of shapes of text in natural scene. However, recent methods either rely on shape-sensitive modules such as bounding box…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Shangbang Long , Yushuo Guan , Kaigui Bian , Cong Yao

Diffusion models have shown excellent performance in text-to-image generation. Nevertheless, existing methods often suffer from performance bottlenecks when handling complex prompts that involve multiple objects, characteristics, and…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Mingcheng Li , Xiaolu Hou , Ziyang Liu , Dingkang Yang , Ziyun Qian , Jiawei Chen , Jinjie Wei , Yue Jiang , Qingyao Xu , Lihua Zhang

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…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Chuanqi Zang , Jiji Tang , Rongsheng Zhang , Zeng Zhao , Tangjie Lv , Mingtao Pei , Wei Liang

Despite their impressive visual fidelity, existing personalized image generators lack interactive control over spatial composition and scale poorly to multiple humans. To address these limitations, we present LayerComposer, an interactive…

The popularization of Text-to-Image (T2I) diffusion models enables the generation of high-quality images from text descriptions. However, generating diverse customized images with reference visual attributes remains challenging. This work…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Brian Nlong Zhao , Yuhang Xiao , Jiashu Xu , Xinyang Jiang , Yifan Yang , Dongsheng Li , Laurent Itti , Vibhav Vineet , Yunhao Ge

Generating long, cohesive video stories with consistent characters is a significant challenge for current text-to-video AI. We introduce a method that approaches video generation in a filmmaker-like manner. Instead of creating a video in…

计算机视觉与模式识别 · 计算机科学 2025-12-22 Chayan Jain , Rishant Sharma , Archit Garg , Ishan Bhanuka , Pratik Narang , Dhruv Kumar

Real-time portrait animation is essential for interactive applications such as virtual assistants and live avatars, requiring high visual fidelity, temporal coherence, ultra-low latency, and responsive control from dynamic inputs like…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Steven Xiao , Xindi Zhang , Dechao Meng , Qi Wang , Peng Zhang , Bang Zhang

Multi-instance image generation (MIG) remains a significant challenge for modern diffusion models due to key limitations in achieving precise control over object layout and preserving the identity of multiple distinct subjects. To address…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Ruihang Xu , Dewei Zhou , Fan Ma , Yi Yang

Interactive video generation has significant potential for scene simulation and video creation. However, existing methods often struggle with maintaining scene consistency during long video generation under dynamic camera control due to…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Xinhang Gao , Junlin Guan , Shuhan Luo , Wenzhuo Li , Guanghuan Tan , Jiacheng Wang

Text-to-image generation models have seen considerable advancement, catering to the increasing interest in personalized image creation. Current customization techniques often necessitate users to provide multiple images (typically 3-5) for…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Linhao Zhong , Yan Hong , Wentao Chen , Binglin Zhou , Yiyi Zhang , Jianfu Zhang , Liqing Zhang

When reading a literary piece, readers often make inferences about various characters' roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric…

计算与语言 · 计算机科学 2021-09-14 Faeze Brahman , Meng Huang , Oyvind Tafjord , Chao Zhao , Mrinmaya Sachan , Snigdha Chaturvedi

Diffusion models, which have emerged to become popular text-to-image generation models, can produce high-quality and content-rich images guided by textual prompts. However, there are limitations to semantic understanding and commonsense…

计算与语言 · 计算机科学 2023-11-30 Shanshan Zhong , Zhongzhan Huang , Wushao Wen , Jinghui Qin , Liang Lin

Text-conditioned image generation models are a prevalent use of AI image synthesis, yet intuitively controlling output guided by an artist remains challenging. Current methods require multiple images and textual prompts for each object to…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Shounak Chatterjee

Character video generation is a significant real-world application focused on producing high-quality videos featuring specific characters. Recent advancements have introduced various control signals to animate static characters,…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Zhao Wang , Hao Wen , Lingting Zhu , Chenming Shang , Yujiu Yang , Qi Dou

Text-to-image diffusion models have shown impressive capabilities in generating realistic visuals from natural-language prompts, yet they often struggle with accurately binding attributes to corresponding objects, especially in prompts…

计算机视觉与模式识别 · 计算机科学 2025-05-05 Do Huu Dat , Nam Hyeonu , Po-Yuan Mao , Tae-Hyun Oh

This paper introduces StoryAnchors, a unified framework for generating high-quality, multi-scene story frames with strong temporal consistency. The framework employs a bidirectional story generator that integrates both past and future…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Bo Wang , Haoyang Huang , Zhiying Lu , Fengyuan Liu , Guoqing Ma , Jianlong Yuan , Yuan Zhang , Nan Duan , Daxin Jiang