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20212025
most citedRoad Extraction from Overhead Images with Graph Neural Networks

2 citations · 3 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CV2025

The P Dataset: Pixels, Points and Polygons for Multimodal Building Vectorization

Raphael Sulzer, Liuyun Duan, Nicolas Girard +1

We present the P dataset, a large-scale multimodal benchmark for building vectorization, constructed from aerial LiDAR point clouds, high-resolution aerial imagery, and vectori…

cs.CG2024

SimpliCity: Reconstructing Buildings with Simple Regularized 3D Models

Jean-Philippe Bauchet, Raphael Sulzer, Florent Lafarge +1

Automatic methods for reconstructing buildings from airborne LiDAR point clouds focus on producing accurate 3D models in a fast and scalable manner, but they overlook the problem o…

cs.CG2024

Concise Plane Arrangements for Low-Poly Surface and Volume Modelling

Raphael Sulzer, Florent Lafarge

Plane arrangements are a useful tool for surface and volume modelling. However, their main drawback is poor scalability. We introduce two key novelties that enable the construction…

cs.CV2023★ 1 cited

3D detection of roof sections from a single satellite image and application to LOD2-building reconstruction

Johann Lussange, Mulin Yu, Yuliya Tarabalka +1

Reconstructing urban areas in 3D out of satellite raster images has been a long-standing and challenging goal of both academical and industrial research. The rare methods today ach…

cs.CV2022

SCR: Smooth Contour Regression with Geometric Priors

Gaetan Bahl, Lionel Daniel, Florent Lafarge

While object detection methods traditionally make use of pixel-level masks or bounding boxes, alternative representations such as polygons or active contours have recently emerged.…

cs.CV2021★ 2 cited

Road Extraction from Overhead Images with Graph Neural Networks

Gaetan Bahl, Mehdi Bahri, Florent Lafarge

Automatic road graph extraction from aerial and satellite images is a long-standing challenge. Existing algorithms are either based on pixel-level segmentation followed by vectoriz…