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相关论文: Adapting HouseDiffusion for conditional Floor Plan…

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Diverse and realistic floor plan data are essential for the development of useful computer-aided methods in architectural design. Today's large-scale floor plan datasets predominantly feature simple floor plan layouts, typically…

计算机视觉与模式识别 · 计算机科学 2024-07-25 Casper van Engelenburg , Fatemeh Mostafavi , Emanuel Kuhn , Yuntae Jeon , Michael Franzen , Matthias Standfest , Jan van Gemert , Seyran Khademi

The paper presents a novel approach for vector-floorplan generation via a diffusion model, which denoises 2D coordinates of room/door corners with two inference objectives: 1) a single-step noise as the continuous quantity to precisely…

计算机视觉与模式识别 · 计算机科学 2022-11-28 Mohammad Amin Shabani , Sepidehsadat Hosseini , Yasutaka Furukawa

The generation and editing of floor plans are critical in architectural planning, requiring a high degree of flexibility and efficiency. Existing methods demand extensive input information and lack the capability for interactive adaptation…

人机交互 · 计算机科学 2024-10-17 Sizhong Qin , Chengyu He , Qiaoyun Chen , Sen Yang , Wenjie Liao , Yi Gu , Xinzheng Lu

Generating realistic 3D scenes is an area of growing interest in computer vision and robotics. However, creating high-quality, diverse synthetic 3D content often requires expert intervention, making it costly and complex. Recently, efforts…

计算机视觉与模式识别 · 计算机科学 2024-12-11 Siyi Hu , Diego Martin Arroyo , Stephanie Debats , Fabian Manhardt , Luca Carlone , Federico Tombari

We address 2D floorplan reconstruction from 3D scans. Existing approaches typically employ heuristically designed multi-stage pipelines. Instead, we formulate floorplan reconstruction as a single-stage structured prediction task: find a…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Yuanwen Yue , Theodora Kontogianni , Konrad Schindler , Francis Engelmann

We introduce HouseCrafter, a novel approach that can lift a floorplan into a complete large 3D indoor scene (e.g., a house). Our key insight is to adapt a 2D diffusion model, which is trained on web-scale images, to generate consistent…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Hieu T. Nguyen , Yiwen Chen , Vikram Voleti , Varun Jampani , Huaizu Jiang

The boundary-constrained floor plan generation problem aims to generate the topological and geometric properties of a set of rooms within a given boundary. Recently, learning-based methods have made significant progress in generating…

图形学 · 计算机科学 2025-08-20 Shidong Wang , Renato Pajarola

In the architectural design process, floor plan generation is inherently progressive and iterative. However, existing generative models for floor plans are predominantly end-to-end generation that produce an entire pixel-based layout in a…

计算与语言 · 计算机科学 2025-08-05 Jun Yin , Pengyu Zeng , Jing Zhong , Peilin Li , Miao Zhang , Ran Luo , Shuai Lu

This paper proposes a two-stage text-to-floorplan generation framework that combines the reasoning capability of Large Language Models (LLMs) with the generative power of diffusion models. In the first stage, we leverage a Chain-of-Thought…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Ziyang Zong , Guanying Chen , Zhaohuan Zhan , Fengcheng Yu , Guang Tan

Realistic 3D indoor scene datasets have enabled significant recent progress in computer vision, scene understanding, autonomous navigation, and 3D reconstruction. But the scale, diversity, and customizability of existing datasets is…

计算机视觉与模式识别 · 计算机科学 2021-12-13 Kai Wang , Xianghao Xu , Leon Lei , Selena Ling , Natalie Lindsay , Angel X. Chang , Manolis Savva , Daniel Ritchie

This paper presents PolyDiffuse, a novel structured reconstruction algorithm that transforms visual sensor data into polygonal shapes with Diffusion Models (DM), an emerging machinery amid exploding generative AI, while formulating…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Jiacheng Chen , Ruizhi Deng , Yasutaka Furukawa

3D building generation with low data acquisition costs, such as single image-to-3D, becomes increasingly important. However, most of the existing single image-to-3D building creation works are restricted to those images with specific…

计算机视觉与模式识别 · 计算机科学 2023-09-04 Yao Wei , George Vosselman , Michael Ying Yang

AI image generators based on diffusion models have recently garnered attention for their capability to create images from simple text prompts. However, for practical use in civil engineering they need to be able to create specific…

机器学习 · 计算机科学 2024-05-06 Joern Ploennigs , Markus Berger

Diffusion models offer stable training and state-of-the-art performance for deep generative modeling tasks. Here, we consider their use in the context of multivariate subsurface modeling and probabilistic inversion. We first demonstrate…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Roberto Miele , Niklas Linde

We use hierarchical procedural rules for the generation of control maps within the stable diffusion framework to produce photo-realistic architectural facade images. Starting from a single input image and its segmentation, we apply an…

图形学 · 计算机科学 2026-05-15 Aleksander Plocharski , Jan Swidzinski , Przemyslaw Musialski

This paper proposes a new approach for automated floorplan reconstruction from RGBD scans, a major milestone in indoor mapping research. The approach, dubbed Floor-SP, formulates a novel optimization problem, where room-wise coordinate…

计算机视觉与模式识别 · 计算机科学 2019-08-20 Jiacheng Chen , Chen Liu , Jiaye Wu , Yasutaka Furukawa

This paper presents a novel algorithm that utilizes a 2D floorplan to align panorama RGBD scans. While effective panorama RGBD alignment techniques exist, such a system requires extremely dense RGBD image sampling. Our approach can…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Erik Wijmans , Yasutaka Furukawa

Recent studies demonstrate that diffusion planners benefit from sparse-step planning over single-step planning. Training models to skip steps in their trajectories helps capture long-term dependencies without additional memory or…

人工智能 · 计算机科学 2026-04-15 Crimson Stambaugh , Rajesh P. N. Rao

Automating architectural floorplan design is vital for housing and interior design, offering a faster, cost-effective alternative to manual sketches by architects. However, existing methods, including rule-based and learning-based…

图形学 · 计算机科学 2024-12-17 Sizhe Hu , Wenming Wu , Yuntao Wang , Benzhu Xu , Liping Zheng

Accurate information on the number of building floors, or above-ground storeys, is essential for household estimation, utility provision, risk assessment, evacuation planning, and energy modeling. Yet large-scale floor-count data are rarely…

计算机视觉与模式识别 · 计算机科学 2025-05-26 Yao Sun , Sining Chen , Yifan Tian , Xiao Xiang Zhu
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