2026-10-12T10:56:54Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33998209 2026-09-25T17:28:29Z category_45 category_734 category_931 category_106 portal_5 item_type_3 month_year_09_2026

<p>Ablation analysis of individual and diagnostic component combinations on CNFOOD-241.</p> Xin Xiong (113595) Jinqiang Liao (1716718) Xiao Mo (2430355) JianFeng He (2394061) Sociology Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy trained model weights statistically supported evidence proposed framework provides guided knowledge distillation fixed convolutional architecture discriminative learning approach digital health applications derived result files 651 percentage points based embedding regularization based dietary assessment new backbone architecture based classification student backbone zero according wilcoxon signed training code subtle inter substantial intra significantly greater sample augmentation rank test publicly available project repository nutritional tracking modest improvement mean class many categories level discrimination food images findings suggest evaluation scripts dataset level confidence interval combining teacher class variation class differences 817 ], 5 accuracy 1 improvement 1 accuracy 017803 ). <p>Ablation analysis of individual and diagnostic component combinations on CNFOOD-241.</p> 2026-09-25T17:28:14Z Dataset Dataset 10.1371/journal.pone.0358248.t002 https://figshare.com/articles/dataset/_p_Ablation_analysis_of_individual_and_diagnostic_component_combinations_on_CNFOOD-241_p_/33998209 CC BY 4.0