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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

Semantic typographic logos harmoniously blend typeface and imagery to represent semantic concepts while maintaining legibility. Conventional methods using spatial composition and shape substitution are hindered by the conflicting…

人工智能 · 计算机科学 2024-01-24 Shishi Xiao , Liangwei Wang , Xiaojuan Ma , Wei Zeng

Generative AI has democratized content creation, but popular chatbot-based interfaces often prioritize execution, generating fully rendered artifacts right away. This issue can lead to premature convergence and design fixation, where users…

人机交互 · 计算机科学 2026-04-07 Chao Wen , Tung Phung , Pronita Mehrotra , Sumit Gulwani , Roger E. Beaty , Tomohiro Nagashima , Adish Singla

Most real-world image editing tasks require multiple sequential edits to achieve desired results. Current editing approaches, primarily designed for single-object modifications, struggle with sequential editing: especially with maintaining…

计算机视觉与模式识别 · 计算机科学 2025-05-05 Daneul Kim , Jaeah Lee , Jaesik Park

Divergent thinking in the ideation stage of creative problem-solving demands that individuals explore a broad design space. Yet this exploration rarely follows a neat, linear sequence; problem-solvers constantly shift among searching,…

人机交互 · 计算机科学 2025-09-26 Yaqing Yang , Vikram Mohanty , Nikolas Martelaro , Aniket Kittur , Yan-Ying Chen , Matthew K. Hong

As AI art generation becomes increasingly sophisticated, HCI research has focused primarily on questions of detection, authenticity, and automation. This paper argues that such approaches fundamentally misunderstand how artistic value…

人机交互 · 计算机科学 2025-07-29 Alex Leitch , Celia Chen

As generative AI tools increasingly influence creative practice, they raise longstanding HCI questions about how creatives learn complex software and how they can be better supported. We conducted an interview study with artists and…

人机交互 · 计算机科学 2026-05-12 Haidan Liu , Isabelle Kwan , Taiga Okuma , Jeffrey Loverock , Nicholas Vincent , Parmit K Chilana

This paper presents a novel conversational AI-enabled active ideation interface as a creative idea-generation tool to assist novice designers in mitigating the initial latency and ideation bottlenecks that are commonly observed. It is a…

人机交互 · 计算机科学 2025-04-16 B. Sankar , Dibakar Sen

Agentic task-solving with Large Language Models (LLMs) requires multi-turn, multi-step interactions, often involving complex function calls and dynamic user-agent exchanges. Existing simulation-based data generation methods for such…

计算与语言 · 计算机科学 2026-02-16 Xingshan Zeng , Weiwen Liu , Lingzhi Wang , Liangyou Li , Fei Mi , Yasheng Wang , Lifeng Shang , Xin Jiang , Qun Liu

Generative AI, such as image generation models and large language models, stands to provide tremendous value to end-user programmers in creative and knowledge workflows. Current research methods struggle to engage end-users in a realistic…

Interior design often struggles to capture the subtleties of client experience, leaving gaps between what clients feel and what designers can act upon. We present AIDED, a designer-AI co-design workflow that integrates multimodal client…

人机交互 · 计算机科学 2026-02-11 Yang Chen Lin , Chen-Ying Chen , Kai-Hsin Hou , Hung-Yu Chen , Po-Chih Kuo

This exploratory study investigates the intersection of Generative AI tools and experiential learning in business education. Through a case study of an innovative undergraduate course, we examine how students interact with and adapt to…

人工智能 · 计算机科学 2025-06-09 Nicole C. Wang

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

As an emergent process, creativity relies on explorations via sampling and prototyping for problem construction. These activities compile knowledge, provide a context enveloping the solution, and answer questions. With Generative AI,…

人机交互 · 计算机科学 2026-01-12 Alicia Guo , David Ledo , George Fitzmaurice , Fraser Anderson

Generative Artificial Intelligence (GAI) offers new opportunities for reconstructing these unrecorded memory scenes, yet existing web-based tools undermine users' sense of agency through disengaging and unpredictable interactions. In this…

人机交互 · 计算机科学 2026-03-16 Zhou Fang , Janet Yi-Ching Huang

Despite recent advancements in text-to-image generation, most existing methods struggle to create images with multiple objects and complex spatial relationships in the 3D world. To tackle this limitation, we introduce a generic AI system,…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Yanbo Ding , Shaobin Zhuang , Kunchang Li , Zhengrong Yue , Yu Qiao , Yali Wang

Generative AI has made image creation more accessible, yet aligning outputs with nuanced creative intent remains challenging, particularly for non-experts. Existing tools often require users to externalize ideas through prompts or…

人机交互 · 计算机科学 2025-08-11 Daniel Lee , Nikhil Sharma , Donghoon Shin , DaEun Choi , Harsh Sharma , Jeonghwan Kim , Heng Ji

Generative art unlocks boundless creative possibilities, yet its full potential remains untapped due to the technical expertise required for advanced architectural concepts and computational workflows. To bridge this gap, we present…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Duc-Hung Nguyen , Huu-Phuc Huynh , Minh-Triet Tran , Trung-Nghia Le

Generative Artificial Intelligence (AI) encounters limitations in efficiency and fairness within the realm of Procedural Content Generation (PCG) when human creators solely drive and bear responsibility for the generative process.…

人机交互 · 计算机科学 2024-09-26 Zhiyu Lin , Upol Ehsan , Rohan Agarwal , Samihan Dani , Vidushi Vashishth , Mark Riedl

As applications of generative AI become mainstream, it is important to understand what generative models are capable of producing, and the extent to which one can predictably control their outputs. In this paper, we propose a visualization…

人机交互 · 计算机科学 2024-07-01 Sangwon Jeong , Mingwei Li , Matthew Berger , Shusen Liu