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In the industrial e-commerce landscape, creative designs such as banners and posters are ubiquitous. Extracting structured semantic information from creative e-commerce design materials (manuscripts crafted by designers) to obtain design…

计算机视觉与模式识别 · 计算机科学 2024-01-01 Guandong Li , Xian Yang

Advertising banners are critical for capturing user attention and enhancing advertising campaign effectiveness. Creating aesthetically pleasing banner designs while conveying the campaign messages is challenging due to the large search…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Heng Wang , Yotaro Shimose , Shingo Takamatsu

Graphic design is an effective language for visual communication. Using complex composition of visual elements (e.g., shape, color, font) guided by design principles and aesthetics, design helps produce more visually-appealing content. The…

人机交互 · 计算机科学 2023-09-06 Danqing Huang , Jiaqi Guo , Shizhao Sun , Hanling Tian , Jieru Lin , Zheng Hu , Chin-Yew Lin , Jian-Guang Lou , Dongmei Zhang

Visual blends combine elements from two distinct visual concepts into a single, integrated image, with the goal of conveying ideas through imaginative and often thought-provoking visuals. Communicating abstract concepts through visual…

人机交互 · 计算机科学 2025-02-25 Zhida Sun , Zhenyao Zhang , Yue Zhang , Min Lu , Dani Lischinski , Daniel Cohen-Or , Hui Huang

Designing infographics can be a tedious process for non-experts and time-consuming even for professional designers. Based on the literature and a formative study, we propose a flexible framework for automated and semi-automated infographics…

人机交互 · 计算机科学 2021-08-31 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

Modern machine learning techniques, such as deep neural networks, are transforming many disciplines ranging from image recognition to language understanding, by uncovering patterns in big data and making accurate predictions. They have also…

机器学习 · 计算机科学 2021-03-11 Amin Heyrani Nobari , Muhammad Fathy Rashad , Faez Ahmed

MetaDesigner introduces a transformative framework for artistic typography synthesis, powered by Large Language Models (LLMs) and grounded in a user-centric design paradigm. Its foundation is a multi-agent system comprising the Pipeline,…

As interfaces evolve from static user pathways to dynamic human-AI collaboration, no standard methods exist for selecting appropriate interface patterns based on user needs and task complexity. Existing frameworks only provide guiding…

人机交互 · 计算机科学 2026-02-27 Shruthi Andru , Shrut Kirti Saksena

Infographics are an aesthetic visual representation of information following specific design principles of human perception. Designing infographics can be a tedious process for non-experts and time-consuming, even for professional…

人机交互 · 计算机科学 2022-08-23 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

Homepage is the first touch point in the customer's journey and is one of the prominent channels of revenue for many e-commerce companies. A user's attention is mostly captured by homepage banner images (also called Ads/Creatives). The set…

信息检索 · 计算机科学 2019-08-28 Sreekanth Vempati , Korah T Malayil , Sruthi V , Sandeep R

Graphic design is a creative and innovative process that plays a crucial role in applications such as e-commerce and advertising. However, developing an automated design system that can faithfully translate user intentions into editable…

计算机视觉与模式识别 · 计算机科学 2026-03-27 Xincheng Shuai , Song Tang , Yutong Huang , Henghui Ding , Dacheng Tao

Advertising posters, a form of information presentation, combine visual and linguistic modalities. Creating a poster involves multiple steps and necessitates design experience and creativity. This paper introduces AutoPoster, a highly…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Jinpeng Lin , Min Zhou , Ye Ma , Yifan Gao , Chenxi Fei , Yangjian Chen , Zhang Yu , Tiezheng Ge

Traditional photographic image editing typically requires users to possess sufficient aesthetic understanding to provide appropriate instructions for adjusting image quality and camera parameters. However, this paradigm relies on explicit…

计算机视觉与模式识别 · 计算机科学 2026-04-22 Ying Zeng , Miaosen Luo , Guangyuan Li , Yang Yang , Ruiyang Fan , Linxiao Shi , Qirui Yang , Jian Zhang , Chengcheng Liu , Siming Zheng , Jinwei Chen , Bo Li , Peng-Tao Jiang

In this paper, we present DesignDiffusion, a simple yet effective framework for the novel task of synthesizing design images from textual descriptions. A primary challenge lies in generating accurate and style-consistent textual and visual…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Zhendong Wang , Jianmin Bao , Shuyang Gu , Dong Chen , Wengang Zhou , Houqiang Li

Creating catchy slogans is a demanding and clearly creative job for ad agencies. The process of slogan creation by humans involves finding key concepts of the company and its products, and developing a memorable short phrase to describe the…

神经与进化计算 · 计算机科学 2018-09-26 Bryant Chandler , Aadesh Neupane

We present SMART-Editor, a framework for compositional layout and content editing across structured (posters, websites) and unstructured (natural images) domains. Unlike prior models that perform local edits, SMART-Editor preserves global…

计算与语言 · 计算机科学 2025-08-06 Ishani Mondal , Meera Bharadwaj , Ayush Roy , Aparna Garimella , Jordan Lee Boyd-Graber

Empowerment in smart clothing, which incorporates advanced technologies, requires the integration of scientific and technological expertise with artistic and design principles. Little research has focused on this unique and innovative field…

人机交互 · 计算机科学 2025-03-31 Yannick Kibolwe Mulundule , Yao Cheng , Amir Ubed , Abdiaziz Omar Hassan

$ $"Fast Fashion" spearheads the biggest disruption in fashion that enabled to engineer resilient supply chains to quickly respond to changing fashion trends. The conventional design process in commercial manufacturing is often fed through…

计算机视觉与模式识别 · 计算机科学 2019-07-04 Abhinav Ravi , Arun Patro , Vikram Garg , Anoop Kolar Rajagopal , Aruna Rajan , Rajdeep Hazra Banerjee

Visual designers naturally draw inspiration from multiple visual references, combining diverse elements and aesthetic principles to create artwork. However, current image generative frameworks predominantly rely on single-source inputs --…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Ruoxi Chen , Dongping Chen , Siyuan Wu , Sinan Wang , Shiyun Lang , Petr Sushko , Gaoyang Jiang , Yao Wan , Ranjay Krishna

Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via image generation,…

计算机视觉与模式识别 · 计算机科学 2022-06-09 Feixiang He , Yanlong Huang , He Wang
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