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Automatic character generation is an appealing solution for new typeface design, especially for Chinese typefaces including over 3700 most commonly-used characters. This task has two main pain points: (i) handwritten characters are usually…

Computer Vision and Pattern Recognition · Computer Science 2019-05-07 Chuan Wen , Jie Chang , Ya Zhang , Siheng Chen , Yanfeng Wang , Mei Han , Qi Tian

Visual layouts are essential in graphic design fields such as advertising, posters, and web interfaces. The application of generative models for content-aware layout generation has recently gained traction. However, these models fail to…

Computer Vision and Pattern Recognition · Computer Science 2025-03-04 Sohan Patnaik , Rishabh Jain , Balaji Krishnamurthy , Mausoom Sarkar

Recent advances in text-to-image diffusion models have demonstrated impressive capabilities in image quality. However, complex scene generation remains relatively unexplored, and even the definition of `complex scene' itself remains…

Computer Vision and Pattern Recognition · Computer Science 2024-08-27 Minghao Liu , Le Zhang , Yingjie Tian , Xiaochao Qu , Luoqi Liu , Ting Liu

Automatic generation of graphic designs has recently received considerable attention. However, the state-of-the-art approaches are complex and rely on proprietary datasets, which creates reproducibility barriers. In this paper, we propose…

Computer Vision and Pattern Recognition · Computer Science 2024-06-13 Naoto Inoue , Kento Masui , Wataru Shimoda , Kota Yamaguchi

In the field of computer graphics, the use of vector graphics, particularly Scalable Vector Graphics (SVG), represents a notable development from traditional pixel-based imagery. SVGs, with their XML-based format, are distinct in their…

Computer Vision and Pattern Recognition · Computer Science 2023-11-28 Tong Zhang , Haoyang Liu , Peiyan Zhang , Yuxuan Cheng , Haohan Wang

Recent advances in foundation models highlight a clear trend toward unification and scaling, showing emergent capabilities across diverse domains. While image generation and editing have rapidly transitioned from task-specific to unified…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Xuan Ju , Tianyu Wang , Yuqian Zhou , He Zhang , Qing Liu , Nanxuan Zhao , Zhifei Zhang , Yijun Li , Yuanhao Cai , Shaoteng Liu , Daniil Pakhomov , Zhe Lin , Soo Ye Kim , Qiang Xu

Emerging Metaverse applications demand accessible, accurate, and easy-to-use tools for 3D digital human creations in order to depict different cultures and societies as if in the physical world. Recent large-scale vision-language advances…

Graphics · Computer Science 2023-04-07 Longwen Zhang , Qiwei Qiu , Hongyang Lin , Qixuan Zhang , Cheng Shi , Wei Yang , Ye Shi , Sibei Yang , Lan Xu , Jingyi Yu

In online advertising scenario, sellers often create multiple creatives to provide comprehensive demonstrations, making it essential to present the most appealing design to maximize the Click-Through Rate (CTR). However, sellers generally…

Information Retrieval · Computer Science 2024-01-23 Hao Yang , Jianxin Yuan , Shuai Yang , Linhe Xu , Shuo Yuan , Yifan Zeng

The rapid advancement of Large Language Models (LLMs) has enabled the generation of highly realistic synthetic data. We identify a new vulnerability, LLMs generating convincing career trajectories in fake resumes and explore effective…

Cryptography and Security · Computer Science 2025-09-25 Michiharu Yamashita , Thanh Tran , Delvin Ce Zhang , Dongwon Lee

Volumetric design, also called massing design, is the first and critical step in professional building design which is sequential in nature. As the volumetric design process requires careful design decisions and iterative adjustments, the…

Machine Learning · Computer Science 2025-04-10 Md Ferdous Alam , Yi Wang , Chin-Yi Cheng , Jieliang Luo

A large number of annotated training images is crucial for training successful scene text recognition models. However, collecting sufficient datasets can be a labor-intensive and costly process, particularly for low-resource languages. To…

Computer Vision and Pattern Recognition · Computer Science 2023-06-28 Yangchen Xie , Xinyuan Chen , Hongjian Zhan , Palaiahankote Shivakum , Bing Yin , Cong Liu , Yue Lu

Generating 3D models has traditionally been a complex task requiring specialized expertise. While recent advances in generative AI have sought to automate this process, existing methods produce non-editable representation, such as meshes or…

Graphics · Computer Science 2026-01-21 Fadlullah Raji , Stefano Petrangeli , Matheus Gadelha , Yu Shen , Uttaran Bhattacharya , Gang Wu

In this paper, we propose a method for generating layouts for image-based advertisements by leveraging a Vision-Language Model (VLM). Conventional advertisement layout techniques have predominantly relied on saliency mapping to detect…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Kei Yoshitake , Kento Hosono , Ken Kobayashi , Kazuhide Nakata

Generating text-editable and pose-controllable character videos have an imperious demand in creating various digital human. Nevertheless, this task has been restricted by the absence of a comprehensive dataset featuring paired video-pose…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Yue Ma , Yingqing He , Xiaodong Cun , Xintao Wang , Siran Chen , Ying Shan , Xiu Li , Qifeng Chen

In online advertising, advertising text plays a critical role in attracting user engagement and driving advertiser value. Existing industrial systems typically follow a two-stage paradigm, where candidate texts are first generated and…

Artificial Intelligence · Computer Science 2026-02-13 Jinfang Wang , Jiajie Liu , Jianwei Wu , Ziqin Luo , Zhen Chen , Chunlei Li , Biao Han , Tao Deng , Yi Li , Shuanglong Li , Lin Liu

The modeling of industrial scenes is essential for simulations in industrial manufacturing. While large language models (LLMs) have shown significant progress in generating general 3D scenes from textual descriptions, generating industrial…

Computation and Language · Computer Science 2025-06-27 Xiao Xia , Dan Zhang , Zibo Liao , Zhenyu Hou , Tianrui Sun , Jing Li , Ling Fu , Yuxiao Dong

Vector graphics are widely used in digital art and valued by designers for their scalability and layer-wise topological properties. However, the creation and editing of vector graphics necessitate creativity and design expertise, leading to…

Computer Vision and Pattern Recognition · Computer Science 2023-09-22 Peiying Zhang , Nanxuan Zhao , Jing Liao

We present a generative document-specific approach to character analysis and recognition in text lines. Our main idea is to build on unsupervised multi-object segmentation methods and in particular those that reconstruct images based on a…

Computer Vision and Pattern Recognition · Computer Science 2023-04-17 Ioannis Siglidis , Nicolas Gonthier , Julien Gaubil , Tom Monnier , Mathieu Aubry

In web data, advertising images are crucial for capturing user attention and improving advertising effectiveness. Most existing methods generate background for products primarily focus on the aesthetic quality, which may fail to achieve…

The prevalent approach in self-supervised image generation is to operate on pixel level representations. While this approach can produce high quality images, it cannot benefit from the simplicity and innate quality of vectorization. Here we…

Computer Vision and Pattern Recognition · Computer Science 2022-08-04 Gokcen Gokceoglu , Emre Akbas