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相关论文: Learning to Generate Posters of Scientific Papers …

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Successful material selection is critical in designing and manufacturing products for design automation. Designers leverage their knowledge and experience to create high-quality designs by selecting the most appropriate materials through…

In this paper, we propose a method that efficiently utilizes appearance features and text vectors to accurately classify political posters from other similar political images. The majority of this work focuses on political posters that are…

计算机视觉与模式识别 · 计算机科学 2020-12-22 Xuan Qin , Meizhu Liu , Yifan Hu , Christina Moo , Christian M. Riblet , Changwei Hu , Kevin Yen , Haibin Ling

Non-textual components such as charts, diagrams and tables provide key information in many scientific documents, but the lack of large labeled datasets has impeded the development of data-driven methods for scientific figure extraction. In…

数字图书馆 · 计算机科学 2018-06-01 Noah Siegel , Nicholas Lourie , Russell Power , Waleed Ammar

Posters play a crucial role in marketing and advertising by enhancing visual communication and brand visibility, making significant contributions to industrial design. With the latest advancements in controllable T2I diffusion models,…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Jian Ma , Yonglin Deng , Chen Chen , Nanyang Du , Haonan Lu , Zhenyu Yang

The manual creation of system architecture diagrams for scientific papers is a time-consuming and subjective process, while existing generative models lack the necessary structural control and semantic understanding for this task. A primary…

人工智能 · 计算机科学 2025-11-25 Ziyi Guo , Zhou Liu , Wentao Zhang

Graph structures offer a versatile framework for representing diverse patterns in nature and complex systems, applicable across domains like molecular chemistry, social networks, and transportation systems. While diffusion models have…

机器学习 · 计算机科学 2024-06-10 Adrien Carrel

Poster design is a critical medium for visual communication. Prior work has explored automatic poster design using deep learning techniques, but these approaches lack text accuracy, user customization, and aesthetic appeal, limiting their…

图形学 · 计算机科学 2025-03-20 Haoyu Chen , Xiaojie Xu , Wenbo Li , Jingjing Ren , Tian Ye , Songhua Liu , Ying-Cong Chen , Lei Zhu , Xinchao Wang

Scientific posters are one of the most common forms of scholarly communication and contain early-stage insights with potential to accelerate scientific discovery. We investigated where posters are shared, to what extent their sharing aligns…

数字图书馆 · 计算机科学 2026-04-24 Aydan Gasimova , Paapa Mensah-Kane , Gerard F. Blake , Sanjay Soundarajan , James ONeill , Bhavesh Patel

Designing academic posters is a labor-intensive process requiring the precise balance of high-density content and sophisticated layout. While existing paper-to-poster generation methods automate initial drafting, they are typically…

人工智能 · 计算机科学 2026-01-09 Chengxin Shi , Qinnan Cai , Zeyuan Chen , Long Zeng , Yibo Zhao , Jing Yu , Jianxiang Yu , Xiang Li

Research papers are well structured documents. They have text, figures, equations, tables etc., to covey their ideas and findings. They are divided into sections like Introduction, Model, Experiments etc., which deal with different aspects…

计算与语言 · 计算机科学 2024-11-28 Keshav Kumar , Ravindranath Chowdary

Recent advancements in the text-rendering capabilities of image generation models have made the end-to-end creation of graphic design content, such as posters, increasingly feasible. However, existing reward models fall short of accurately…

Scientific illustrations demand both high information density and post-editability. However, current generative models have two major limitations: Frist, image generation models output rasterized images lacking semantic structure, making it…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Jianwen Sun , Fanrui Zhang , Yukang Feng , Chuanhao Li , Zizhen Li , Jiaxin Ai , Yifan Chang , Yu Dai , Kaipeng Zhang

Probabilistic graphical models (PGMs) serve as a powerful framework for modeling complex systems with uncertainty and extracting valuable insights from data. However, users face challenges when applying PGMs to their problems in terms of…

机器学习 · 计算机科学 2024-05-29 Jiantong Jiang , Zeyi Wen , Peiyu Yang , Atif Mansoor , Ajmal Mian

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…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Xiwei Hu , Haokun Chen , Zhongqi Qi , Hui Zhang , Dexiang Hong , Jie Shao , Xinglong Wu

Vector graphic documents present visual elements in a resolution free, compact format and are often seen in creative applications. In this work, we attempt to learn a generative model of vector graphic documents. We define vector graphic…

计算机视觉与模式识别 · 计算机科学 2021-08-04 Kota Yamaguchi

Computational Design approaches facilitate the generation of typographic design, but evaluating these designs remains a challenging task. In this paper, we propose a set of heuristic metrics for typographic design evaluation, focusing on…

多媒体 · 计算机科学 2024-02-13 Sérgio M. Rebelo , J. J. Merelo , João Bicker , Penousal Machado

We explore computational approaches for visual guidance to aid in creating aesthetically pleasing art and graphic design. Our work complements and builds on previous work that developed models for how humans look at images. Our approach…

计算机视觉与模式识别 · 计算机科学 2021-07-14 Qingyuan Zheng , Zhuoru Li , Adam Bargteil

In AI-empowered poster design, content-aware layout generation is crucial for the on-image arrangement of visual-textual elements, e.g., logo, text, and underlay. To perceive the background images, existing work demanded a high parameter…

计算机视觉与模式识别 · 计算机科学 2025-05-28 HsiaoYuan Hsu , Yuxin Peng

Extracting information from tables in documents presents a significant challenge in many industries and in academic research. Existing methods which take a bottom-up approach of integrating lines into cells and rows or columns neglect the…

神经与进化计算 · 计算机科学 2019-04-04 Nataliya Le Vine , Matthew Zeigenfuse , Mark Rowan

Layout is a fundamental component of any graphic design. Creating large varieties of plausible document layouts can be a tedious task, requiring numerous constraints to be satisfied, including local ones relating different semantic elements…

计算机视觉与模式识别 · 计算机科学 2020-04-20 Akshay Gadi Patil , Omri Ben-Eliezer , Or Perel , Hadar Averbuch-Elor