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Automated floorplanning or space layout planning has been a long-standing NP-hard problem in the field of computer-aided design, with applications in integrated circuits, architecture, urbanism, and operational research. In this paper, we…

图形学 · 计算机科学 2021-02-23 Mohammad Keshavarzi , Mohammad Rahmani-Asl

Experimental science is enabled by the combination of synthesis, imaging, and functional characterization. Synthesis of a new material is typically followed by a set of characterization methods aiming to provide feedback for optimization or…

Determining atomistic structures from characterization data is one of the most common yet intricate problems in materials science. Particularly in amorphous materials, proposing structures that balance realism and agreement with experiments…

无序系统与神经网络 · 物理学 2026-03-25 Jiawei Guo , Daniel Schwalbe-Koda

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

In this work, we investigate automatic design composition from multimodal graphic elements. Although recent studies have developed various generative models for graphic design, they usually face the following limitations: they only focus on…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Jiawei Lin , Shizhao Sun , Danqing Huang , Ting Liu , Ji Li , Jiang Bian

This paper argues that generative art driven by conformance to a visual and/or semantic corpus lacks the necessary criteria to be considered creative. Among several issues identified in the literature, we focus on the fact that generative…

人工智能 · 计算机科学 2022-05-03 Marvin Zammit , Antonios Liapis , Georgios N. Yannakakis

In this paper, we propose a sensitivity-free and multi-objective structural design methodology called data-driven topology design. It is schemed to obtain high-performance material distributions from initially given material distributions…

计算物理 · 物理学 2025-05-02 Shintaro Yamasaki , Kentaro Yaji , Kikuo Fujita

Generative models able to synthesize layouts of different kinds (e.g. documents, user interfaces or furniture arrangements) are a useful tool to aid design processes and as a first step in the generation of synthetic data, among other…

计算机视觉与模式识别 · 计算机科学 2021-04-07 Diego Martin Arroyo , Janis Postels , Federico Tombari

Fashion design is a challenging and complex process.Recent works on fashion generation and editing are all agnostic of the actual fashion design process, which limits their usage in practice.In this paper, we propose a novel hierarchical…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Zhifeng Xie , Hao Li , Huiming Ding , Mengtian Li , Xinhan Di , Ying Cao

Mathematics can help analyze the arts and inspire new artwork. Mathematics can also help make transformations from one artistic medium to another, considering exceptions and choices, as well as artists' individual and unique contributions.…

历史与综述 · 数学 2020-03-25 Maria Mannone , Federico Favali , Balandino Di Donato , Luca Turchet

Existing approaches for color-concept association typically rely on query-based image referencing, and color extraction from image references. However, these approaches are effective only for common concepts, and are vulnerable to unstable…

人机交互 · 计算机科学 2025-03-06 Yihan Hou , Xingchen Zeng , Yusong Wang , Manling Yang , Xiaojiao Chen , Wei Zeng

During product conceptualization, capturing the non-linear history and cognitive intent is crucial. Traditional sketching tools often lose this context. We introduce DIMES (Design Idea Management and Evolution capture System), a web-based…

人机交互 · 计算机科学 2026-02-09 Sankar B , Amogh A S , Sandhya Baranwal , Dibakar Sen

A generative modeling framework is proposed that combines diffusion models and manifold learning to efficiently sample data densities on manifolds. The approach utilizes Diffusion Maps to uncover possible low-dimensional underlying (latent)…

机器学习 · 计算机科学 2025-04-22 Dimitris G. Giovanis , Ellis Crabtree , Roger G. Ghanem , Ioannis G. Kevrekidis

This paper presents a real-time generative drawing system that interprets and integrates both formal intent - the structural, compositional, and stylistic attributes of a sketch - and contextual intent - the semantic and thematic meaning…

计算机视觉与模式识别 · 计算机科学 2025-08-28 Jookyung Song , Mookyoung Kang , Nojun Kwak

Artistic font generation aims to synthesize stylized glyphs based on a reference style. However, existing approaches suffer from limited style diversity and coarse control. In this work, we explore the potential of element-driven artistic…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Wuyang Luo , Chengkai Tan , Chang Ge , Binye Hong , Su Yang , Yongjiu Ma

We tackle the problem of sampling from intractable high-dimensional density functions, a fundamental task that often appears in machine learning and statistics. We extend recent sampling-based approaches that leverage controlled stochastic…

机器学习 · 计算机科学 2024-03-12 Dinghuai Zhang , Ricky T. Q. Chen , Cheng-Hao Liu , Aaron Courville , Yoshua Bengio

We introduce the task of generative panoramic image stitching, which aims to synthesize seamless panoramas that are faithful to the content of multiple reference images containing parallax effects and strong variations in lighting, camera…

图形学 · 计算机科学 2025-07-11 Mathieu Tuli , Kaveh Kamali , David B. Lindell

Large-scale Text-to-image Generation Models (LTGMs) (e.g., DALL-E), self-supervised deep learning models trained on a huge dataset, have demonstrated the capacity for generating high-quality open-domain images from multi-modal input.…

人机交互 · 计算机科学 2023-02-17 Hyung-Kwon Ko , Gwanmo Park , Hyeon Jeon , Jaemin Jo , Juho Kim , Jinwook Seo

Generative Artificial Intelligence (Generative AI) holds significant promise in reshaping interactive systems design, yet its potential across the four key phases of human-centered design remains underexplored. This article addresses this…

人机交互 · 计算机科学 2024-11-06 Marie Muehlhaus , Jürgen Steimle

Visual design tasks often involve tuning many design parameters. For example, color grading of a photograph involves many parameters, some of which non-expert users might be unfamiliar with. We propose a novel user-in-the-loop optimization…

图形学 · 计算机科学 2020-05-11 Yuki Koyama , Issei Sato , Masataka Goto