2026-10-14T15:53:13Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33965359 2026-09-26T09:43:02Z category_29203 category_28864 category_29173 item_type_3 month_year_09_2026

Data and Reproducibility Materials for HMF-PC-MTP: Multi-Fidelity Pareto Prioritization for Deep Neural Network Testing JUNHAN LI (25088176) Radziah Mohamad (25090373) Johanna Ahmad (25090375) Software engineering not elsewhere classified Artificial intelligence not elsewhere classified Machine learning not elsewhere classified metamorphic testing deep neural networks test case prioritization deep learning testing multi-fidelity optimization multi-objective optimization Bayesian optimization uncertainty interpretability <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. 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. 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> 2026-09-26T09:43:02Z Dataset Dataset 10.6084/m9.figshare.33965359.v2 https://figshare.com/articles/dataset/Data_and_Reproducibility_Materials_for_HMF-PC-MTP_Multi-Fidelity_Pareto_Prioritization_for_Deep_Neural_Network_Testing/33965359 CC BY 4.0