Few-Shot Boundary-Constrained Vector Floorplan Generation via Conditional Diffusion Model

Development of a Conditional Diffusion Model for the generation of vector images of floorplans. A cross-attention module is used for the model to generate floorpans with a boundary, or shape, defined by the user. We also study the capability of the model to adapt to new floorplan designs from few examples.

Publication Details

Journal
Electronic Theses and Dissertations Repository (University of Pisa)
Published
2025-04-06
Primary Topic
Human Mobility and Location-Based Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Few-Shot Boundary-Constrained Vector Floorplan Generation via Conditional Diffusion Model

Electronic Theses and Dissertations Repository (University of Pisa)
Human Mobility and Location-Based Analysis
article

Few-Shot Boundary-Constrained Vector Floorplan Generation via Conditional Diffusion Model

article en

Abstract

Development of a Conditional Diffusion Model for the generation of vector images of floorplans. A cross-attention module is used for the model to generate floorpans with a boundary, or shape, defined by the user. We also study the capability of the model to adapt to new floorplan designs from few examples.

Electronic Theses and Dissertations Repository (University of Pisa)
Sustainable cities and communities
Openalex Percentile: Top 42%
Human Mobility and Location-Based Analysis
OpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Few-Shot Boundary-Constrained Vector Floorplan Generation via Conditional Diffusion Model · Electronic Theses and Dissertations Repository (University of Pisa) (2025) | TGRS Research Map | TGRS