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In real-world images, slanted or curved texts, especially those on cans, banners, or badges, appear as frequently, if not more so, than flat texts due to artistic design or layout constraints. While high-quality visual text generation has…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Minxing Luo , Zixun Xia , Liaojun Chen , Zhenhang Li , Weichao Zeng , Jianye Wang , Wentao Cheng , Yaxing Wang , Yu Zhou , Jian Yang

This paper addresses the challenge of object-centric layout generation under spatial constraints, seen in multiple domains including floorplan design process. The design process typically involves specifying a set of spatial constraints…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Mohammed Haroon Dupty , Yanfei Dong , Sicong Leng , Guoji Fu , Yong Liang Goh , Wei Lu , Wee Sun Lee

This paper introduces constraint-based breakpoints, a technique for designing responsive visualizations for a wide variety of screen sizes and datasets. Breakpoints in responsive visualization define when different visualization designs are…

Human-Computer Interaction · Computer Science 2024-09-04 Sarah Schöttler , Jason Dykes , Jo Wood , Uta Hinrichs , Benjamin Bach

Creating high-fidelity 3D models of indoor environments is essential for applications in design, virtual reality, and robotics. However, manual 3D modeling remains time-consuming and labor-intensive. While recent advances in generative AI…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Chuan Fang , Heng Li , Yixun Liang , Jia Zheng , Yongsen Mao , Yuan Liu , Rui Tang , Zihan Zhou , Ping Tan

We propose a novel hierarchical approach for text-to-image synthesis by inferring semantic layout. Instead of learning a direct mapping from text to image, our algorithm decomposes the generation process into multiple steps, in which it…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Seunghoon Hong , Dingdong Yang , Jongwook Choi , Honglak Lee

The availability of labeled image datasets has been shown critical for high-level image understanding, which continuously drives the progress of feature designing and models developing. However, constructing labeled image datasets is…

Computer Vision and Pattern Recognition · Computer Science 2019-03-04 Yazhou Yao , Jian Zhang , Fumin Shen , Li Liu , Fan Zhu , Dongxiang Zhang , Heng-Tao Shen

Equitable urban transportation applications require high-fidelity digital representations of the built environment: not just streets and sidewalks, but bike lanes, marked and unmarked crossings, curb ramps and cuts, obstructions, traffic…

Computer Vision and Pattern Recognition · Computer Science 2024-08-05 Bin Han , Yiwei Yang , Anat Caspi , Bill Howe

Camouflage is a common visual phenomenon, which refers to hiding the foreground objects into the background images, making them briefly invisible to the human eye. Previous work has typically been implemented by an iterative optimization…

Computer Vision and Pattern Recognition · Computer Science 2022-03-21 Yangyang Li , Wei Zhai , Yang Cao , Zheng-jun Zha

The significant progress on Generative Adversarial Networks (GANs) has facilitated realistic single-object image generation based on language input. However, complex-scene generation (with various interactions among multiple objects) still…

Computer Vision and Pattern Recognition · Computer Science 2021-04-02 Tianyu Hua , Hongdong Zheng , Yalong Bai , Wei Zhang , Xiao-Ping Zhang , Tao Mei

Characterizing creativity in visualization design can lead to the design of more expressive representations and visualization authoring tools that prioritize human creativity. In this paper, we examine how creativity manifests itself in…

Human-Computer Interaction · Computer Science 2026-04-14 Tianwei Ma , Zinat Ara , Safwat Ali Khan , Fanny Chevalier , Niklas Elmqvist , Naimul Hoque

Designing high-quality presentation slides can be challenging for non-experts due to the complexity involved in navigating various design choices. Numerous automated tools can suggest layouts and color schemes, yet often lack the ability to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Jooyeol Yun , Heng Wang , Yotaro Shimose , Jaegul Choo , Shingo Takamatsu

Document extraction is an important step before retrieval-augmented generation (RAG), knowledge bases, and downstream generative AI can work. It turns unstructured documents like PDFs and scans into structured text and layout-aware…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Aman Ulla

Recent advancements in Document Layout Analysis through Large Language Models and Multimodal Models have significantly improved layout detection. However, despite these improvements, challenges remain in addressing critical structural…

Computer Vision and Pattern Recognition · Computer Science 2026-03-23 Inbum Heo , Taewook Hwang , Jeesu Jung , Sangkeun Jung

We study how to generate captions that are not only accurate in describing an image but also discriminative across different images. The problem is both fundamental and interesting, as most machine-generated captions, despite phenomenal…

Computer Vision and Pattern Recognition · Computer Science 2019-03-12 Dianqi Li , Qiuyuan Huang , Xiaodong He , Lei Zhang , Ming-Ting Sun

Page-level calligraphy synthesis requires balancing glyph precision with layout composition. Existing character models lack spatial context, while page-level methods often compromise brushwork detail. In this paper, we present…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Tianshuo Xu , Tiantian Hong , Zhifei Chen , Fei Chao , Ying-cong Chen

Recent training-free layout-to-image diffusion models have demonstrated remarkable performance in generating high-quality images with controllable layouts. These models follow a one-stage framework: Encouraging the model to focus the…

Computer Vision and Pattern Recognition · Computer Science 2025-03-04 Linhao Huang , Jing Yu

We present DreamPoster, a Text-to-Image generation framework that intelligently synthesizes high-quality posters from user-provided images and text prompts while maintaining content fidelity and supporting flexible resolution and layout…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Xiwei Hu , Haokun Chen , Zhongqi Qi , Hui Zhang , Dexiang Hong , Jie Shao , Xinglong Wu

Infographic charts are a powerful medium for communicating abstract data by combining visual elements (e.g., charts, images) with textual information. However, their visual and structural richness poses challenges for large vision-language…

Computer Vision and Pattern Recognition · Computer Science 2025-10-17 Zhen Li , Duan Li , Yukai Guo , Xinyuan Guo , Bowen Li , Lanxi Xiao , Shenyu Qiao , Jiashu Chen , Zijian Wu , Hui Zhang , Xinhuan Shu , Shixia Liu

The crux of text-to-image synthesis stems from the difficulty of preserving the cross-modality semantic consistency between the input text and the synthesized image. Typical methods, which seek to model the text-to-image mapping directly,…

Computer Vision and Pattern Recognition · Computer Science 2022-08-15 Jiadong Liang , Wenjie Pei , Feng Lu

Recently, state-of-the-art text-to-image generation models, such as Flux and Ideogram 2.0, have made significant progress in sentence-level visual text rendering. In this paper, we focus on the more challenging scenarios of article-level…

Computer Vision and Pattern Recognition · Computer Science 2025-07-03 Yuyang Peng , Shishi Xiao , Keming Wu , Qisheng Liao , Bohan Chen , Kevin Lin , Danqing Huang , Ji Li , Yuhui Yuan
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