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We investigate using generated decorative art as a source of inspiration for design tasks. Using a visual similarity search for image retrieval, the \emph{Camera Obscurer} app enables rapid searching of tens of thousands of generated…

多媒体 · 计算机科学 2019-03-07 Dilpreet Singh , Nina Rajcic , Simon Colton , Jon McCormack

While generative models have become powerful tools for image synthesis, they are typically optimized for executing carefully crafted textual prompts, offering limited support for the open-ended visual exploration that often precedes idea…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Kfir Goldberg , Elad Richardson , Yael Vinker

Design inspiration is crucial for establishing the direction of a design as well as evoking feelings and conveying meanings during the conceptual design process. Many practice designers use text-based searches on platforms like Pinterest to…

人机交互 · 计算机科学 2024-07-18 Ye Wang , Nicole B. Damen , Thomas Gale , Voho Seo , Hooman Shayani

Creative tasks require creators to iteratively produce, select, and discard potentially useful ideas. Now, creativity tools include generative AI features (e.g., Photoshop Generative Fill) that increase the number of alternatives creators…

人机交互 · 计算机科学 2026-05-19 Karim Benharrak , Amy Pavel

Data-driven conceptual design methods and tools aim to inspire human ideation for new design concepts by providing external inspirational stimuli. In prior studies, the stimuli have been limited in terms of coverage, granularity, and…

社会与信息网络 · 计算机科学 2022-10-20 Jianxi Luo , Serhad Sarica , Kristin Wood

Human creative ideation involves both exploration of diverse ideas (divergence) and selective synthesis of explored ideas into coherent combinations (convergence). While processes of divergence and convergence are often interleaved and…

人机交互 · 计算机科学 2025-07-08 Taewook Kim , Matthew Kay , Yuqian Sun , Melissa Roemmele , Max Kreminski , John Joon Young Chung

While infographics have become a powerful medium for communicating data-driven stories, authoring them from scratch remains challenging, especially for novice users. Retrieving relevant exemplars from a large corpus can provide design…

信息检索 · 计算机科学 2026-04-10 Jing Xu , Jiarui Hu , Zhihao Shuai , Yiyun Chen , Weikai Yang

Urban design profoundly impacts public spaces and community engagement. Traditional top-down methods often overlook public input, creating a gap in design aspirations and reality. Recent advancements in digital tools, like City Information…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Di Mo , Mingyang Sun , Chengxiu Yin , Runjia Tian , Yanhong Wu , Liyan Xu

Text-to-image generative models can be tremendously valuable in supporting creative tasks by providing inspirations and enabling quick exploration of different design ideas. However, one common challenge is that users may still not be able…

人机交互 · 计算机科学 2025-10-06 Yuhan Guo , Xingyou Liu , Xiaoru Yuan , Kai Xu

The significance and abundance of data are increasing due to the growing digital data generated from social media, sensors, scholarly literature, patents, different forms of documents published online, databases, product manuals, etc.…

机器学习 · 计算机科学 2022-05-23 Workneh Yilma Ayele

Image editing serves as a practical yet challenging task considering the diverse demands from users, where one of the hardest parts is to precisely describe how the edited image should look like. In this work, we present a new form of…

计算机视觉与模式识别 · 计算机科学 2024-06-12 Xi Chen , Yutong Feng , Mengting Chen , Yiyang Wang , Shilong Zhang , Yu Liu , Yujun Shen , Hengshuang Zhao

Design processes involve exploration, iteration, and movement across interconnected stages such as persona creation, problem framing, solution ideation, and prototyping. However, time and resource constraints often hinder designers from…

人机交互 · 计算机科学 2025-08-18 Sangho Suh , Michael Lai , Kevin Pu , Steven P. Dow , Tovi Grossman

Creating thematic collections in industries demands innovative designs and cohesive concepts. Designers may face challenges in maintaining thematic consistency when drawing inspiration from existing objects, landscapes, or artifacts. While…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Dinh-Khoi Vo , Duy-Nam Ly , Khanh-Duy Le , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Creative ideation relies on exploring diverse stimuli, but the overwhelming abundance of information often makes it difficult to identify valuable insights or reach the `aha' moment. Traditional methods for accessing design stimuli lack…

人机交互 · 计算机科学 2025-04-23 Yaqing Yang , Vikram Mohanty , Nikolas Martelaro , Aniket Kittur , Yan-Ying Chen , Matthew K. Hong

Graphic designers explore large stock image collections during open-ended or early-stage design tasks, yet common tools emphasize relevance and similarity, limiting designers' ability to overview the design space or discover visual…

人机交互 · 计算机科学 2026-03-10 Antonio Tejero-de-Pablos , Sichao Song , Naoto Ohsaka , Mayu Otani , Shin'ichi Satoh

The internet offers a massive repository of unstructured information, but it's a significant challenge to convert this into a structured format. At Pinterest, the ability to accurately extract structured product data from e-commerce…

计算与语言 · 计算机科学 2025-08-05 Michael Farag , Patrick Halina , Andrey Zaytsev , Alekhya Munagala , Imtihan Ahmed , Junhao Wang

Previous efforts to support creative problem-solving have included (a) techniques (such as brainstorming and design thinking) to stimulate creative ideas, and (b) software tools to record and share these ideas. Now, generative AI…

Graphic designers often get inspiration through the recombination of references. Our formative study (N=6) reveals that graphic designers focus on conceptual keywords during this process, and want support for discovering the keywords,…

人机交互 · 计算机科学 2024-03-08 DaEun Choi , Sumin Hong , Jeongeon Park , John Joon Young Chung , Juho Kim

Inspiration from design examples plays a crucial role in the creative process of user interface design. However, current tools and techniques that support inspiration usually only focus on example browsing with limited user control or…

人机交互 · 计算机科学 2022-03-15 Mohammad Amin Mozaffari , Xinyuan Zhang , Jinghui Cheng , Jin L. C. Guo

We propose a novel, zero-shot image generation technique called "Visual Concept Blending" that provides fine-grained control over which features from multiple reference images are transferred to a source image. If only a single reference…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Hiroya Makino , Takahiro Yamaguchi , Hiroyuki Sakai
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