2026-10-11T13:40:16Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33867050 2026-09-16T17:46:06Z category_146 category_12 category_272 category_873 category_734 category_931 category_61 category_132 portal_5 item_type_3 month_year_09_2026

<p>Ablation results for the internal branches of HCAM on FSSD-12 under the 1-shot setting.</p> Lili Fan (283203) Zhanglin Yang (12516397) Fan Guo (65416) Ping Fang (109406) Space Science Cell Biology Environmental Sciences not elsewhere classified Chemical Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified Developmental Biology Infectious Diseases world industrial manufacturing two prominent limitations single hierarchical level representative recent methods made initial progress level amplitude perturbations insufficient feature diversity hierarchical dual enhancement feature extraction restricted surface defect segmentation preserving frequency perturbation annotated defect samples shot segmentation paradigms annotated samples precision segmentation surface defects xlink "> thereby mitigating shot settings severely challenged scale defects representational capacity model prone limited supervision limited number learning based extreme scarcity extensive experiments although meta achieve high ablation studies 4i demonstrate <p>Ablation results for the internal branches of HCAM on FSSD-12 under the 1-shot setting.</p> 2026-09-16T17:45:45Z Dataset Dataset 10.1371/journal.pone.0358329.t010 https://figshare.com/articles/dataset/_p_Ablation_results_for_the_internal_branches_of_HCAM_on_FSSD-12_under_the_1-shot_setting_p_/33867050 CC BY 4.0