2026-10-12T00:43:35Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33999235 2026-09-25T17:40:48Z category_146 category_45 category_734 category_931 category_811 portal_5 item_type_3 month_year_09_2026

<p>Performance comparison of each method on GC10-det datasets.</p> Haiyan Yang (659313) Peng Wang (34436) Yangyang Liu (807797) Space Science Sociology Biological Sciences not elsewhere classified Information Systems not elsewhere classified Mathematical Sciences not elsewhere classified semantically adaptive representation representative existing methods range spatial dependencies level semantic stage k routing mechanism efficient sparse mixture decoupled detection head complex industrial scenarios class visual similarity aware manner within mixed star network conditional expert computation branch architectural design linear computational complexity inference efficiency compared strong directional continuity selectively configures high directional continuity computational efficiency conditional top branch structure backbone network results indicate representational capacity paper proposes msn ), models long large variations intelligent manufacturing high inter grained trade feature representations extensive experiments experts module elongated morphologies defect scale cssblock ), critical component building upon <p>Performance comparison of each method on GC10-det datasets.</p> 2026-09-25T17:40:27Z Dataset Dataset 10.1371/journal.pone.0358866.t004 https://figshare.com/articles/dataset/_p_Performance_comparison_of_each_method_on_GC10-det_datasets_p_/33999235 CC BY 4.0