Published April 17, 2026 | Version v1.0.0

Design Choices That Matter: A Functional ANOVA Analysis for Remote Sensing Multi-Label Classification

Description

This repository is organized into two main directories: DATA/ and Results/.

  • DATA/
    Contains the input datasets. These files include the structured configuration–performance tables required to perform the functional ANOVA (fANOVA) analysis.
  • results/
    Contains all outputs generated from the experiments. This directory is further divided into two subdirectories:
    • EXP1/
      Includes the results of the first experiment, where fANOVA was applied to analyze the contribution of different pipeline components. This folder contains:
      • Raw fANOVA output files (e.g., variance decompositions and importance scores)
      • Generated visualizations such as bar plots, heatmaps, and other figures summarizing main and interaction effects
    • EXP2/
      Contains the corresponding outputs for the second experiment, following the same structure as EXP1/. It includes:
      • fANOVA result files
      • Visualization artifacts illustrating the importance of components and their interactions

 

Files

DATA.zip

Files (683.5 kB)

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md5:9cbb99af4d001e23cdacb3ddb964ffec
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Additional details

Funding

European Commission
AutoLearn-SI - Leveraging Benchmarking Data for Automated Machine Learning and Optimization 101187010
The Slovenian Research and Innovation Agency
Knowledge technologies P2-0103
The Slovenian Research and Innovation Agency
From Big Data to Good Data: Smart-sized Benchmarking for Trustworthy Artificial Intelligence J2-70078
The Slovenian Research and Innovation Agency
AI for Science GC-0001
The Slovenian Research and Innovation Agency
Computer systems and structures P2-0098

Dates

Available
2026