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Table · dataset · 2026

Data and Reproducibility Materials for HMF-PC-MTP: Multi-Fidelity Pareto Prioritization for Deep Neural Network Testing

Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33965359.v2

<p dir="ltr"><b>This dataset provides the experimental data, analysis outputs, and reproducibility materials supporting the study on HMF-PC-MTP, a multi-fidelity Pareto-based metamorphic test prioritization approach for deep neural network testing.

Description

The experiments cover CIFAR-10 and ISIC 2019 using ResNet-50 and ConvNeXt-Base under multiple class-balanced Top-K budgets and repeated experimental seeds.</b></p><p dir="ltr"><b>The CIFAR-10 experiments use the standard 50,000-image training set.

The revised ISIC 2019 experiments use the complete official 25,331-image training pool under an eight-class closed-set protocol. A separate held-out known-class test set of 6,191 images is used only for checkpoint generalization auditing and is not included in the primary HMF-PC-MTP prioritization statistics.</b></p><p dir="ltr"><b>The deposited materials support the main quantitative analyses, external baseline comparisons, ablation studies, robustness analyses, efficiency evaluation, and metamorphic-relation allocation analyses reported in the manuscript.

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Four label-preserving metamorphic relations are evaluated across class-balanced Top-K settings and repeated seeds.</b></p><p dir="ltr"><b>Please refer to the README included in the archive for the directory structure, file descriptions, experimental settings, and reproduction instructions.</b></p>

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Deep learning 77% · Image 65%
Provenance · 3 source records, 33 field assertions
SourceKeyLast seenRaw
HKU DataHuboai:figshare.com:article/3396535913 d agoJSON v1
figshareoai:figshare.com:article/3396535912 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/3396535912 d agoJSON v1
FieldAssertionExtractorEvidence
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