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During the early stages of interface design, designers need to produce multiple sketches to explore a design space. Design tools often fail to support this critical stage, because they insist on specifying more details than necessary.…

人机交互 · 计算机科学 2026-03-31 Aryan Garg , Yue Jiang , Antti Oulasvirta

Generative AI, specifically text-to-image models, have revolutionized interior architectural design by enabling the rapid translation of conceptual ideas into visual representations from simple text prompts. While generative AI can produce…

人机交互 · 计算机科学 2025-06-19 Richa Gupta , Alexander Htet Kyaw

This paper proposes deep learning techniques of generating designs for clothing, focused on handloom fabric and discusses the associated challenges along with its application. The capability of generative neural network models in…

计算机视觉与模式识别 · 计算机科学 2025-05-21 Rajat Kanti Bhattacharjee , Meghali Nandi , Amrit Jha , Gunajit Kalita , Ferdous Ahmed Barbhuiya

Generative systems are becoming a crucial part of current design practice. There exist gaps however, between the digital processes, field data and designer's input. To solve this problem, multiple processes were developed in order to…

图形学 · 计算机科学 2023-12-22 Demircan Tas , Osman Sumer

Artistic typography is a technique to visualize the meaning of input character in an imaginable and readable manner. With powerful text-to-image diffusion models, existing methods directly design the overall geometry and texture of input…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Kailai Feng , Yabo Zhang , Haodong Yu , Zhilong Ji , Jinfeng Bai , Hongzhi Zhang , Wangmeng Zuo

Creative generation is the synthesis of new, surprising, and valuable samples that reflect user intent yet cannot be envisioned in advance. This task aims to extend human imagination, enabling the discovery of visual concepts that exist in…

图形学 · 计算机科学 2025-10-14 Shelly Golan , Yotam Nitzan , Zongze Wu , Or Patashnik

For simple digital circuits, conventional method of designing circuits can easily be applied. But for complex digital circuits, the conventional method of designing circuits is not fruitfully applicable because it is time-consuming. On the…

神经与进化计算 · 计算机科学 2013-04-10 S. M. Ashik Eftekhar , Sk. Mahbub Habib , M. M. A. Hashem

Generative methods for graphs need to be sufficiently flexible to model complex dependencies between sets of nodes. At the same time, the generated graphs need to satisfy domain-dependent feasibility conditions, that is, they should not…

机器学习 · 计算机科学 2025-01-22 Stefan Mautner , Rolf Backofen , Fabrizio Costa

Character design in games involves interdisciplinary collaborations, typically between designers who create the narrative content, and illustrators who realize the design vision. However, traditional workflows face challenges in…

人机交互 · 计算机科学 2025-08-19 Long Ling , Xinyi Chen , Ruoyu Wen , Toby Jia-Jun Li , Ray LC

We introduce several techniques for sampling and visualizing the latent spaces of generative models. Replacing linear interpolation with spherical linear interpolation prevents diverging from a model's prior distribution and produces…

神经与进化计算 · 计算机科学 2016-12-07 Tom White

Generative models, such as large language models and text-to-image diffusion models, are increasingly used to create visual designs like user interfaces (UIs) and presentation slides. Finetuning and benchmarking these generative models have…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Yi-Hao Peng , Jeffrey P. Bigham , Jason Wu

The use of evolutionary methods in design and art is increasing in diversity and popularity. Approaches to using these methods for creative production typically focus either on optimisation or exploration. In this paper we introduce an…

神经与进化计算 · 计算机科学 2021-02-12 Camilo Cruz Gambardella , Jon McCormack

Creating visually appealing composites requires optimizing both text and background for compatibility. Previous methods have focused on simple design strategies, such as changing text color or adding background shapes for contrast. These…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Marian Lupascu , Ionut Mironica , Mihai-Sorin Stupariu

The synthesis of product design concepts stands at the crux of early-phase development processes for technical products, traditionally posing an intricate interdisciplinary challenge. The application of deep learning methods, particularly…

机器学习 · 计算机科学 2025-05-22 Phillip Mueller , Lars Mikelsons

Traditional visualisation designers often start with sketches before implementation. With generative AI, these sketches can be turned into AI-generated visualisations using specific prompts. However, guiding AI to create compelling visuals…

人机交互 · 计算机科学 2024-09-04 Aron E. Owen , Jonathan C. Roberts

Generative AI has enabled novice designers to quickly create professional-looking visual representations for product concepts. However, novices have limited domain knowledge that could constrain their ability to write prompts that…

人机交互 · 计算机科学 2026-03-30 Sirui Tao , Ivan Liang , Cindy Peng , Zhiqing Wang , Srishti Palani , Steven P. Dow

Generative design marks a significant data-driven advancement in the exploration of novel inorganic materials, which entails learning the symmetry equivalent to the crystal structure prediction (CSP) task and subsequent learning of their…

材料科学 · 物理学 2024-03-22 Ruiming Zhu , Wei Nong , Shuya Yamazaki , Kedar Hippalgaonkar

Generation of graphs is a major challenge for real-world tasks that require understanding the complex nature of their non-Euclidean structures. Although diffusion models have achieved notable success in graph generation recently, they are…

机器学习 · 计算机科学 2024-06-04 Jaehyeong Jo , Dongki Kim , Sung Ju Hwang

We propose a deep and interpretable probabilistic generative model to analyze glyph shapes in printed Early Modern documents. We focus on clustering extracted glyph images into underlying templates in the presence of multiple confounding…

机器学习 · 计算机科学 2020-05-05 Kartik Goyal , Chris Dyer , Christopher Warren , Max G'Sell , Taylor Berg-Kirkpatrick

In this work, we focus on the challenge of taking partial observations of highly-stylized text and generalizing the observations to generate unobserved glyphs in the ornamented typeface. To generate a set of multi-content images following a…

计算机视觉与模式识别 · 计算机科学 2017-12-05 Samaneh Azadi , Matthew Fisher , Vladimir Kim , Zhaowen Wang , Eli Shechtman , Trevor Darrell