Comparative analysis of x-band SAR polarizations for VHR SAR to optical image translation using conditional BBDM

SAR image interpretation requires expertise. A lot of SAR to optical research studies have been conducted to assist SAR image interpretation. However, existing studies have arbitrarily selected the polarizations of SAR data to be translated. This study explores SAR polarization combinations for Very-High-Resolution (VHR) SAR to optical conversion. Through comprehensive quantitative and qualitative analysis of experiments and results, we find the optimal SAR polarization combination for each SAR configuration. We used multiple image quality metrics including PSNR, SSIM, LPIPS, and FID for thorough quantitative analysis. We also propose a modified conditional Brownian Bridge Diffusion Model (BBDM) that can leverage all four polarizations of Quad polarization configured SAR. This study provides evidence for which polarization combinations should be selected in future SAR to optical research according to the polarization configuration of the SAR system.

Authors

Institutions

Publication Details

Published
2024-11-20
DOI
https://doi.org/10.1117/12.3031122
Primary Topic
Advanced SAR Imaging Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparative analysis of x-band SAR polarizations for VHR SAR to optical image translation using conditional BBDM

Daewon Chung, Seonhoon Kim
Advanced SAR Imaging Techniques
article

Comparative analysis of x-band SAR polarizations for VHR SAR to optical image translation using conditional BBDM

Daewon Chung, Seonhoon Kim
article en

Abstract

SAR image interpretation requires expertise. A lot of SAR to optical research studies have been conducted to assist SAR image interpretation. However, existing studies have arbitrarily selected the polarizations of SAR data to be translated. This study explores SAR polarization combinations for Very-High-Resolution (VHR) SAR to optical conversion. Through comprehensive quantitative and qualitative analysis of experiments and results, we find the optimal SAR polarization combination for each SAR configuration. We used multiple image quality metrics including PSNR, SSIM, LPIPS, and FID for thorough quantitative analysis. We also propose a modified conditional Brownian Bridge Diffusion Model (BBDM) that can leverage all four polarizations of Quad polarization configured SAR. This study provides evidence for which polarization combinations should be selected in future SAR to optical research according to the polarization configuration of the SAR system.

Korea Aerospace Research Institute (KR), Korea University of Science and Technology (KR)
Openalex Percentile: Top 67%
Advanced SAR Imaging Techniques
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.