Quality Assessment of Despeckling Filters Based on the Analysis of Ratio Images

We present a quantitative and qualitative evaluation of despeckling filters based on a set of Haralick-derived features and the Jensen–Shannon Divergence obtained from ratio images. To that aim, we propose a normalized composite index, called the Texture-Divergence Measurement (TDM), that describes the statistical and structural behavior of the filtered images. Complementary qualitative analysis using Image Horizontal Visibility Graphs (IHVGs) confirms the results of the proposed metric. The combination of the proposed TDM metric and IHVG visualization provides a robust framework for assessing despeckling performance from both statistical and structural perspectives.

Institutions

Publication Details

Journal
Remote Sensing
Published
2025-12-17
DOI
https://doi.org/10.3390/rs17244048
Primary Topic
Image and Signal Denoising Methods
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Quality Assessment of Despeckling Filters Based on the Analysis of Ratio Images

Remote Sensing
Image and Signal Denoising Methods
article

Quality Assessment of Despeckling Filters Based on the Analysis of Ratio Images

article en

Abstract

We present a quantitative and qualitative evaluation of despeckling filters based on a set of Haralick-derived features and the Jensen–Shannon Divergence obtained from ratio images. To that aim, we propose a normalized composite index, called the Texture-Divergence Measurement (TDM), that describes the statistical and structural behavior of the filtered images. Complementary qualitative analysis using Image Horizontal Visibility Graphs (IHVGs) confirms the results of the proposed metric. The combination of the proposed TDM metric and IHVG visualization provides a robust framework for assessing despeckling performance from both statistical and structural perspectives.

Remote SensingVol. 17(24)
Universidad de Las Palmas de Gran Canaria (ES), Victoria University of Wellington (NZ), Politécnico Colombiano Jaime Isaza Cadavid (CO)
Openalex Percentile: Top 37%
Image and Signal Denoising Methods
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.