Urban Surface Reconstruction in SAR Tomography by Graph-Cuts

03/12/2021
by   Clément Rambour, et al.
0

SAR (Synthetic Aperture Radar) tomography reconstructs 3-D volumes from stacks of SAR images. High-resolution satellites such as TerraSAR-X provide images that can be combined to produce 3-D models. In urban areas, sparsity priors are generally enforced during the tomographic inversion process in order to retrieve the location of scatterers seen within a given radar resolution cell. However, such priors often miss parts of the urban surfaces. Those missing parts are typically regions of flat areas such as ground or rooftops. This paper introduces a surface segmentation algorithm based on the computation of the optimal cut in a flow network. This segmentation process can be included within the 3-D reconstruction framework in order to improve the recovery of urban surfaces. Illustrations on a TerraSAR-X tomographic dataset demonstrate the potential of the approach to produce a 3-D model of urban surfaces such as ground, façades and rooftops.

READ FULL TEXT

page 13

page 14

page 17

page 18

research
03/17/2020

SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms

Multi-baseline interferometric synthetic aperture radar (InSAR) techniqu...
research
12/10/2019

HR-SAR-Net: A Deep Neural Network for Urban Scene Segmentation from High-Resolution SAR Data

Synthetic aperture radar (SAR) data is becoming increasingly available t...
research
06/19/2017

Guided Depth Upsampling for Precise Mapping of Urban Environments

We present an improved model for MRF-based depth upsampling, guided by i...
research
05/08/2023

High Quality Large-Scale 3-D Urban Mapping with Multi-Master TomoSAR

Multi-baseline interferometric synthetic aperture radar (InSAR) techniqu...
research
01/20/2023

A Deep Learning Approach for SAR Tomographic Imaging of Forested Areas

Synthetic aperture radar tomographic imaging reconstructs the three-dime...
research
04/11/2023

Investigating Imbalances Between SAR and Optical Utilization for Multi-Modal Urban Mapping

Accurate urban maps provide essential information to support sustainable...
research
07/09/2021

Cumulative Assessment for Urban 3D Modeling

Urban 3D modeling from satellite images requires accurate semantic segme...

Please sign up or login with your details

Forgot password? Click here to reset