AccuClass: A comprehensive tool for accuracy metrics evaluation in machine learning and remote sensing classification

AccuClass is a modular software tool developed to support critical evaluation of raster image classification accuracy across a variety of disciplines—including Earth sciences, environmental monitoring, and medical diagnostics. The software enables the calculation of 18 standardized accuracy metrics and supports various input formats, such as raster, vector, tabular, and confusion matrices. By providing a consistent and reproducible evaluation framework, AccuClass improves the transparency, comparability, and reliability of classification results in different domains.

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Publication Details

Journal
SoftwareX
Published
2025-09-01
DOI
https://doi.org/10.1016/j.softx.2025.102332
Primary Topic
Remote-Sensing Image Classification
Type
article
Field-Weighted Citation Impact
0.00
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article

AccuClass: A comprehensive tool for accuracy metrics evaluation in machine learning and remote sensing classification

P. Kramarczyk, B. Hejmanowska
SoftwareX
Remote-Sensing Image Classification
article

AccuClass: A comprehensive tool for accuracy metrics evaluation in machine learning and remote sensing classification

P. Kramarczyk, B. Hejmanowska
article en

Abstract

AccuClass is a modular software tool developed to support critical evaluation of raster image classification accuracy across a variety of disciplines—including Earth sciences, environmental monitoring, and medical diagnostics. The software enables the calculation of 18 standardized accuracy metrics and supports various input formats, such as raster, vector, tabular, and confusion matrices. By providing a consistent and reproducible evaluation framework, AccuClass improves the transparency, comparability, and reliability of classification results in different domains.

SoftwareXVol. 31
AGH University of Krakow (PL)
Openalex Percentile: Top 65%
Remote-Sensing Image Classification
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