Absence detection results of different models for each type of absence in the test set of PCB dataset.
<p>Absence detection results of different models for each type of absence in the test set of PCB dataset.</p>
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2024
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| _version_ | 1852024494484357120 |
|---|---|
| author | Xiaoli Wang (46677) |
| author2 | Siti Sarah Maidin (17174591) Malathy Batumalay (20421757) |
| author2_role | author author |
| author_facet | Xiaoli Wang (46677) Siti Sarah Maidin (17174591) Malathy Batumalay (20421757) |
| author_role | author |
| dc.creator.none.fl_str_mv | Xiaoli Wang (46677) Siti Sarah Maidin (17174591) Malathy Batumalay (20421757) |
| dc.date.none.fl_str_mv | 2024-12-12T18:26:59Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0315424.g012 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/Absence_detection_results_of_different_models_for_each_type_of_absence_in_the_test_set_of_PCB_dataset_/28017964 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Sociology Developmental Biology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified promotion could facilitate printed circuit boards offering significant value network loss function experimental verification showed 60 %- 42 pcb defect detection image restoration model improve image clarity yolov5 </ p average detection accuracy defect detection image processing average increase optimize yolov5 improved yolov5 improve yolov5 xlink "> six types results demonstrate restoration speed low efficiency inverse transformation inverse transform industrial contexts existing technology become complicated batch normalization 52 %, 1 %. |
| dc.title.none.fl_str_mv | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>Absence detection results of different models for each type of absence in the test set of PCB dataset.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_bbccfca5b321e0cde60daf7b6698ea0e |
| identifier_str_mv | 10.1371/journal.pone.0315424.g012 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/28017964 |
| publishDate | 2024 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Absence detection results of different models for each type of absence in the test set of PCB dataset.Xiaoli Wang (46677)Siti Sarah Maidin (17174591)Malathy Batumalay (20421757)SociologyDevelopmental BiologySpace ScienceBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedpromotion could facilitateprinted circuit boardsoffering significant valuenetwork loss functionexperimental verification showed60 %- 42pcb defect detectionimage restoration modelimprove image clarityyolov5 </ paverage detection accuracydefect detectionimage processingaverage increaseoptimize yolov5improved yolov5improve yolov5xlink ">six typesresults demonstraterestoration speedlow efficiencyinverse transformationinverse transformindustrial contextsexisting technologybecome complicatedbatch normalization52 %,1 %.<p>Absence detection results of different models for each type of absence in the test set of PCB dataset.</p>2024-12-12T18:26:59ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0315424.g012https://figshare.com/articles/figure/Absence_detection_results_of_different_models_for_each_type_of_absence_in_the_test_set_of_PCB_dataset_/28017964CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/280179642024-12-12T18:26:59Z |
| spellingShingle | Absence detection results of different models for each type of absence in the test set of PCB dataset. Xiaoli Wang (46677) Sociology Developmental Biology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified promotion could facilitate printed circuit boards offering significant value network loss function experimental verification showed 60 %- 42 pcb defect detection image restoration model improve image clarity yolov5 </ p average detection accuracy defect detection image processing average increase optimize yolov5 improved yolov5 improve yolov5 xlink "> six types results demonstrate restoration speed low efficiency inverse transformation inverse transform industrial contexts existing technology become complicated batch normalization 52 %, 1 %. |
| status_str | publishedVersion |
| title | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| title_full | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| title_fullStr | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| title_full_unstemmed | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| title_short | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| title_sort | Absence detection results of different models for each type of absence in the test set of PCB dataset. |
| topic | Sociology Developmental Biology Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified promotion could facilitate printed circuit boards offering significant value network loss function experimental verification showed 60 %- 42 pcb defect detection image restoration model improve image clarity yolov5 </ p average detection accuracy defect detection image processing average increase optimize yolov5 improved yolov5 improve yolov5 xlink "> six types results demonstrate restoration speed low efficiency inverse transformation inverse transform industrial contexts existing technology become complicated batch normalization 52 %, 1 %. |