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We provide an attention-level control method for the task of coupled image generation, where "coupled" means that multiple simultaneously generated images are expected to have the same or very similar backgrounds. While backgrounds coupled,…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Chenfei Yuan , Nanshan Jia , Hangqi Li , Peter W. Glynn , Zeyu Zheng

Despite the existence of numerous colorization methods, several limitations still exist, such as lack of user interaction, inflexibility in local colorization, unnatural color rendering, insufficient color variation, and color overflow. To…

计算机视觉与模式识别 · 计算机科学 2024-02-19 Zhexin Liang , Zhaochen Li , Shangchen Zhou , Chongyi Li , Chen Change Loy

The consistent mapping from poems to paintings is essential for the research and restoration of traditional Chinese gardens. But the lack of firsthand ma-terial is a great challenge to the reconstruction work. In this paper, we pro-pose a…

计算机视觉与模式识别 · 计算机科学 2023-11-02 Jiaxi Shi1 , Hao Hua1

With the recent drastic advancements in text-to-video diffusion models, controlling their generations has drawn interest. A popular way for control is through bounding boxes or layouts. However, enforcing adherence to these control inputs…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Daniel Ajisafe , Eric Hedlin , Helge Rhodin , Kwang Moo Yi

Advancements in generative models have enabled image inpainting models to generate content within specific regions of an image based on provided prompts and masks. However, existing inpainting methods often suffer from problems such as…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Jun Huang , Ting Liu , Yihang Wu , Xiaochao Qu , Luoqi Liu , Xiaolin Hu

While generative models produce high-quality images of concepts learned from a large-scale database, a user often wishes to synthesize instantiations of their own concepts (for example, their family, pets, or items). Can we teach a model to…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Nupur Kumari , Bingliang Zhang , Richard Zhang , Eli Shechtman , Jun-Yan Zhu

Existing approaches for controlling text-to-image diffusion models, while powerful, do not allow for explicit 3D object-centric control, such as precise control of object orientation. In this work, we address the problem of multi-object…

计算机视觉与模式识别 · 计算机科学 2025-04-11 Rishubh Parihar , Vaibhav Agrawal , Sachidanand VS , R. Venkatesh Babu

This study proposes a UI interface generation method based on a diffusion model, aiming to achieve high-quality, diversified, and personalized interface design through generative artificial intelligence technology. The diffusion model is…

人机交互 · 计算机科学 2025-03-27 Yifei Duan , Liuqingqing Yang , Tong Zhang , Zhijun Song , Fenghua Shao

Recent diffusion-based generative models show promise in their ability to generate text images, but limitations in specifying the styles of the generated texts render them insufficient in the realm of typographic design. This paper proposes…

计算机视觉与模式识别 · 计算机科学 2024-02-23 KhayTze Peong , Seiichi Uchida , Daichi Haraguchi

The controllability of 3D object generation methods is achieved through input text. Existing text-to-3D object generation methods primarily focus on generating a single object based on a single object description. However, these methods…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Shaorong Sun , Shuchao Pang , Yazhou Yao , Xiaoshui Huang

Multi-view consistency remains a challenge for image diffusion models. Even within the Text-to-Texture problem, where perfect geometric correspondences are known a priori, many methods fail to yield aligned predictions across views,…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Shimon Vainer , Konstantin Kutsy , Dante De Nigris , Ciara Rowles , Slava Elizarov , Simon Donné

Digital art synthesis is receiving increasing attention in the multimedia community because of engaging the public with art effectively. Current digital art synthesis methods usually use single-modality inputs as guidance, thereby limiting…

计算机视觉与模式识别 · 计算机科学 2022-09-29 Nisha Huang , Fan Tang , Weiming Dong , Changsheng Xu

Color is an essential component of graphic design, acting not only as a visual factor but also carrying cultural implications. However, existing research on algorithmic color palette generation and colorization largely ignores the cultural…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Yufan Li , Jinggang Zhuo , Ling Fan , Harry Jiannan Wang

Although significant advancements have been achieved in the progress of keypoint-guided Text-to-Image diffusion models, existing mainstream keypoint-guided models encounter challenges in controlling the generation of more general non-rigid…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Qin Guo , Ailing Zeng , Dongxu Yue , Ceyuan Yang , Yang Cao , Hanzhong Guo , Fei Shen , Wei Liu , Xihui Liu , Dan Xu

ControlNet offers a powerful way to guide diffusion-based generative models, yet most implementations rely on ad-hoc heuristics to choose which network blocks to control-an approach that varies unpredictably with different tasks. To address…

机器学习 · 计算机科学 2025-02-21 Zheng Fang , Lichuan Xiang , Xu Cai , Kaicheng Zhou , Hongkai Wen

In this work, we propose MetaScript, a novel Chinese content generation system designed to address the diminishing presence of personal handwriting styles in the digital representation of Chinese characters. Our approach harnesses the power…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Xiangyuan Xue , Kailing Wang , Jiazi Bu , Qirui Li , Zhiyuan Zhang

Recently, there is a growing interest in creating computer-aided design (CAD) models based on user intent, known as controllable CAD generation. Existing work offers limited controllability and needs separate models for different types of…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Zhanwei Zhang , Shizhao Sun , Wenxiao Wang , Deng Cai , Jiang Bian

Ambigrams are graphical letter designs that can be read not only from the original direction but also from a rotated direction (especially with 180 degrees). Designing ambigrams is difficult even for human experts because keeping their dual…

计算机视觉与模式识别 · 计算机科学 2023-06-22 Takahiro Shirakawa , Seiichi Uchida

The emergence of Large Language Models (LLMs) has unified language generation tasks and revolutionized human-machine interaction. However, in the realm of image generation, a unified model capable of handling various tasks within a single…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Shitao Xiao , Yueze Wang , Junjie Zhou , Huaying Yuan , Xingrun Xing , Ruiran Yan , Chaofan Li , Shuting Wang , Tiejun Huang , Zheng Liu

Given a 3D mesh, we aim to synthesize 3D textures that correspond to arbitrary textual descriptions. Current methods for generating and assembling textures from sampled views often result in prominent seams or excessive smoothing. To tackle…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Dong Huo , Zixin Guo , Xinxin Zuo , Zhihao Shi , Juwei Lu , Peng Dai , Songcen Xu , Li Cheng , Yee-Hong Yang
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