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20242026
most citedGenerative AI Models for Different Steps in Architectural Design: A Literature Review

10 citations · 10 across the 8 of their papers we have counts for

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10 papers

cs.CV2026

Workflow-Aware Structured Layer Decomposition for Illustration Production

Tianyu Zhang, Dongchi Li, Keiichi Sawada +1

Recent generative image editing methods adopt layered representations to mitigate the entangled nature of raster images and improve controllability, typically relying on object-bas…

cs.GR2026

Retrieval-Augmented Sketch-Guided 3D Building Generation

Zhengyang Wang, Nuttapong Rochanavibhata, Yuxiao Ren +3

In the early design stage of Japanese detached houses, the lack of a unified design representation among clients, sales representatives, and designers leads to design drift and ine…

cs.CV2026

LoD Sketch Extraction from Architectural Models Using Generative AI: Dataset Construction for Multi-Level Architectural Design Generation

Xusheng Du, Athiwat Kongkaeo, Ye Zhang +1

For architectural design, representation across multiple Levels of Details (LoD) is essential for achieving a smooth transition from conceptual massing to detailed modeling. Howeve…

cs.AI2026

Sketch-Based Facade Renovation With Generative AI: A Streamlined Framework for Bypassing As-Built Modelling in Industrial Adaptive Reuse

Warissara Booranamaitree, Xusheng Du, Yushu Cai +3

Facade renovation offers a more sustainable alternative to full demolition, yet producing design proposals that preserve existing structures while expressing new intent remains cha…

cs.GR2025

From Architectural Sketch to Conceptual Representation: Using Structure-Aware Diffusion Model to Generate Renderings of School Buildings

Zhengyang Wang, Hao Jin, Xusheng Du +3

Generative Artificial Intelligence (AI) has advanced rapidly, enabling the generation of renderings from architectural sketches. This progress has significantly improved the effici…

cs.GR2025

Multi-View Depth Consistent Image Generation Using Generative AI Models: Application on Architectural Design of University Buildings

Xusheng Du, Ruihan Gui, Zhengyang Wang +2

In the early stages of architectural design, shoebox models are typically used as a simplified representation of building structures but require extensive operations to transform t…

cs.CV2024

Sketch-Guided Stylized Landscape Cinemagraph Synthesis

Hao Jin, Hengyuan Chang, Xiaoxuan Xie +4

Designing stylized cinemagraphs is challenging due to the difficulty in customizing complex and expressive flow elements. To achieve intuitive and detailed control of the generated…

cs.CV2024

Sketch-Guided Scene Image Generation

Tianyu Zhang, Xiaoxuan Xie, Xusheng Du +1

Text-to-image models are showcasing the impressive ability to create high-quality and diverse generative images. Nevertheless, the transition from freehand sketches to complex scen…

cs.CV2024

TexControl: Sketch-Based Two-Stage Fashion Image Generation Using Diffusion Model

Yongming Zhang, Tianyu Zhang, Haoran Xie

Deep learning-based sketch-to-clothing image generation provides the initial designs and inspiration in the fashion design processes. However, clothing generation from freehand dra…

cs.LG2024★ 10 cited

Generative AI Models for Different Steps in Architectural Design: A Literature Review

Chengyuan Li, Tianyu Zhang, Xusheng Du +2

Recent advances in generative artificial intelligence (AI) technologies have been significantly driven by models such as generative adversarial networks (GANs), variational autoenc…