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We propose a framework for automatic colorization that allows for iterative editing and modifications. The core of our framework lies in an imagination module: by understanding the content within a grayscale image, we utilize a pre-trained…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Xiaoyan Cong , Yue Wu , Qifeng Chen , Chenyang Lei

We introduce LUCSS, a language-based system for interactive col- orization of scene sketches, based on their semantic understanding. LUCSS is built upon deep neural networks trained via a large-scale repository of scene sketches and…

计算机视觉与模式识别 · 计算机科学 2018-09-03 Changqing Zou , Haoran Mo , Ruofei Du , Xing Wu , Chengying Gao , Hongbo Fu

User Interface (UI) design is an creative process that involves considerable reiteration and rework. Designers go through multiple iterations of different prototyping fidelities to create a UI design. In this research, we propose to modify…

人机交互 · 计算机科学 2020-04-08 Vinoth Pandian Sermuga Pandian , Sarah Suleri

Creative design is a nonlinear process where designers generate diverse ideas in the pursuit of an open-ended goal and converge towards consensus through iterative remixing. In contrast, AI-powered design tools often employ a linear…

人机交互 · 计算机科学 2024-10-10 Jiayi Zhou , Renzhong Li , Junxiu Tang , Tan Tang , Haotian Li , Weiwei Cui , Yingcai Wu

We present a novel framework for automated interior design that combines large language models (LLMs) with grid-based integer programming to jointly optimize room layout and furniture placement. Given a textual prompt, the LLM-driven agent…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Chucheng Xiang , Ruchao Bao , Biyin Feng , Wenzheng Wu , Zhongyuan Liu , Yirui Guan , Ligang Liu

In this paper, we propose an assistive model that supports professional interior designers to produce industrial interior decoration solutions and to meet the personalized preferences of the property owners. The proposed model is able to…

计算机视觉与模式识别 · 计算机科学 2020-08-06 Xinhan Di , Pengqian Yu , Hong Zhu , Lei Cai , Qiuyan Sheng , Changyu Sun

State-of-the-art visual generative AI tools hold immense potential to assist users in the early ideation stages of creative tasks -- offering the ability to generate (rather than search for) novel and unprecedented (instead of existing)…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Evans Xu Han , Alice Qian Zhang , Haiyi Zhu , Hong Shen , Paul Pu Liang , Jane Hsieh

Image inpainting approaches have achieved significant progress with the help of deep neural networks. However, existing approaches mainly focus on leveraging the priori distribution learned by neural networks to produce a single inpainting…

计算机视觉与模式识别 · 计算机科学 2022-01-27 Wangbo Yu , Jinhao Du , Ruixin Liu , Yixuan Li , Yuesheng zhu

Learning internal reasoning processes is crucial for developing AI systems capable of sustained adaptation in dynamic real-world environments. However, most existing approaches primarily emphasize learning task-specific outputs or static…

人工智能 · 计算机科学 2026-02-13 Hong Su

Color design is essential in areas such as product, graphic, and fashion design. However, current tools like Photoshop, with their concrete-driven color manipulation approach, often stumble during early ideation, favoring polished end…

人机交互 · 计算机科学 2024-03-05 Xinyu Shi , Mingyu Liu , Ziqi Zhou , Ali Neshati , Ryan Rossi , Jian Zhao

Editing images via instruction provides a natural way to generate interactive content, but it is a big challenge due to the higher requirement of scene understanding and generation. Prior work utilizes a chain of large language models,…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Liya Ji , Chenyang Qi , Qifeng Chen

Computer-Aided Design (CAD) applications are used in manufacturing to model everything from coffee mugs to sports cars. These programs are complex and require years of training and experience to master. A component of all CAD models…

计算机视觉与模式识别 · 计算机科学 2021-05-07 Yaroslav Ganin , Sergey Bartunov , Yujia Li , Ethan Keller , Stefano Saliceti

Generative Artificial Intelligence (Generative AI) is a collection of AI technologies that can generate new information such as texts and images. With its strong capabilities, Generative AI has been actively studied in creative design…

人机交互 · 计算机科学 2025-02-04 Liuging Chen , Yaxuan Song , Jia Guo , Lingyun Sun , Peter Childs , Yuan Yin

In automated UI design generation, a key challenge is the lack of support for iterative processes, as most systems focus solely on end-to-end output. This stems from limited capabilities in interpreting design intent and a lack of…

3D indoor scene generation is an important problem for the design of digital and real-world environments. To automate this process, a scene generation model should be able to not only generate plausible scene layouts, but also take into…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Kelly O. Marshall , Omid Poursaeed , Sergiu Oprea , Amit Kumar , Anushrut Jignasu , Chinmay Hegde , Yilei Li , Rakesh Ranjan

As AI systems increasingly shape decision making in creative design contexts, understanding how humans engage with these tools has become a critical challenge for interactive intelligent systems research. This paper contributes a challenge…

人机交互 · 计算机科学 2025-10-29 Sean P. Walton , Ben J. Evans , Alma A. M. Rahat , James Stovold , Jakub Vincalek

Emotional design has been well recognized in the domain of human factors and ergonomics. In this chapter, we reviewed related models and methods of emotional design. We are motivated to encourage emotional designers to take multiple…

人机交互 · 计算机科学 2020-10-08 Feng Zhou , Yangjian Ji , Roger Jianxin Jiao

The demand for innovation in product design necessitates a prolific ideation phase. Conversational AI (CAI) systems that use Large Language Models (LLMs) such as GPT (Generative Pre-trained Transformer) have been shown to be fruitful in…

人工智能 · 计算机科学 2025-05-19 B. Sankar , Dibakar Sen

Existing deep interactive colorization models have focused on ways to utilize various types of interactions, such as point-wise color hints, scribbles, or natural-language texts, as methods to reflect a user's intent at runtime. However,…

计算机视觉与模式识别 · 计算机科学 2022-10-27 Youngin Cho , Junsoo Lee , Soyoung Yang , Juntae Kim , Yeojeong Park , Haneol Lee , Mohammad Azam Khan , Daesik Kim , Jaegul Choo

We present a case study of using generative user interfaces, or ``vibe coding,'' a method leveraging large language models (LLMs) for generating code via natural language prompts, to support rapid prototyping in user-centered design (UCD).…

人机交互 · 计算机科学 2025-07-29 Tianyi Li , Tanay Maheshwari , Alex Voelker