Box plot of segmentation results of different models.
<p>Box plot of segmentation results of different models.</p>
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2025
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| _version_ | 1852017478996066304 |
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| author | Yong Wang (12837) |
| author2 | Seri Mastura Mustaza (22086461) Mohammad Syuhaimi Ab-Rahman (22086464) Siti Salasiah Mokri (22086467) |
| author2_role | author author author |
| author_facet | Yong Wang (12837) Seri Mastura Mustaza (22086461) Mohammad Syuhaimi Ab-Rahman (22086464) Siti Salasiah Mokri (22086467) |
| author_role | author |
| dc.creator.none.fl_str_mv | Yong Wang (12837) Seri Mastura Mustaza (22086461) Mohammad Syuhaimi Ab-Rahman (22086464) Siti Salasiah Mokri (22086467) |
| dc.date.none.fl_str_mv | 2025-08-19T17:31:30Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0328629.g006 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/Box_plot_of_segmentation_results_of_different_models_/29943047 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified traditional 3d methods slice spatial information reducing computational requirements preserving spatial information monitoring disease progression mitigate mode collapse luna16 dataset demonstrated incorporate spatial continuity improve model robustness convolutional neural network complex morphological variability channel attention mechanism approach extracted features enhance segmentation precision accurate segmentation across scale feature maps improved model stability generated results align better capture edge edge segmentation accuracy pulmonary nodules plays incorporated minibatch discrimination color ct images pulmonary nodules minibatch discrimination ct images segmentation performance nested edge generated samples feature matching edge regions also improved wide range statistical characteristics side outputs rgb channels real data proposed method loss function limited availability level details generator adopted gan framework fuse inter encouraging diversity embedded within deep supervision critical role constructed pseudo annotated datasets |
| dc.title.none.fl_str_mv | Box plot of segmentation results of different models. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>Box plot of segmentation results of different models.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_8581c4f8a73d43bbd13f3fdcccd8a720 |
| identifier_str_mv | 10.1371/journal.pone.0328629.g006 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/29943047 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Box plot of segmentation results of different models.Yong Wang (12837)Seri Mastura Mustaza (22086461)Mohammad Syuhaimi Ab-Rahman (22086464)Siti Salasiah Mokri (22086467)Space ScienceEnvironmental Sciences not elsewhere classifiedBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedtraditional 3d methodsslice spatial informationreducing computational requirementspreserving spatial informationmonitoring disease progressionmitigate mode collapseluna16 dataset demonstratedincorporate spatial continuityimprove model robustnessconvolutional neural networkcomplex morphological variabilitychannel attention mechanismapproach extracted featuresenhance segmentation precisionaccurate segmentation acrossscale feature mapsimproved model stabilitygenerated results alignbetter capture edgeedge segmentation accuracypulmonary nodules playsincorporated minibatch discriminationcolor ct imagespulmonary nodulesminibatch discriminationct imagessegmentation performancenested edgegenerated samplesfeature matchingedge regionsalso improvedwide rangestatistical characteristicsside outputsrgb channelsreal dataproposed methodloss functionlimited availabilitylevel detailsgenerator adoptedgan frameworkfuse interencouraging diversityembedded withindeep supervisioncritical roleconstructed pseudoannotated datasets<p>Box plot of segmentation results of different models.</p>2025-08-19T17:31:30ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0328629.g006https://figshare.com/articles/figure/Box_plot_of_segmentation_results_of_different_models_/29943047CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/299430472025-08-19T17:31:30Z |
| spellingShingle | Box plot of segmentation results of different models. Yong Wang (12837) Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified traditional 3d methods slice spatial information reducing computational requirements preserving spatial information monitoring disease progression mitigate mode collapse luna16 dataset demonstrated incorporate spatial continuity improve model robustness convolutional neural network complex morphological variability channel attention mechanism approach extracted features enhance segmentation precision accurate segmentation across scale feature maps improved model stability generated results align better capture edge edge segmentation accuracy pulmonary nodules plays incorporated minibatch discrimination color ct images pulmonary nodules minibatch discrimination ct images segmentation performance nested edge generated samples feature matching edge regions also improved wide range statistical characteristics side outputs rgb channels real data proposed method loss function limited availability level details generator adopted gan framework fuse inter encouraging diversity embedded within deep supervision critical role constructed pseudo annotated datasets |
| status_str | publishedVersion |
| title | Box plot of segmentation results of different models. |
| title_full | Box plot of segmentation results of different models. |
| title_fullStr | Box plot of segmentation results of different models. |
| title_full_unstemmed | Box plot of segmentation results of different models. |
| title_short | Box plot of segmentation results of different models. |
| title_sort | Box plot of segmentation results of different models. |
| topic | Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified traditional 3d methods slice spatial information reducing computational requirements preserving spatial information monitoring disease progression mitigate mode collapse luna16 dataset demonstrated incorporate spatial continuity improve model robustness convolutional neural network complex morphological variability channel attention mechanism approach extracted features enhance segmentation precision accurate segmentation across scale feature maps improved model stability generated results align better capture edge edge segmentation accuracy pulmonary nodules plays incorporated minibatch discrimination color ct images pulmonary nodules minibatch discrimination ct images segmentation performance nested edge generated samples feature matching edge regions also improved wide range statistical characteristics side outputs rgb channels real data proposed method loss function limited availability level details generator adopted gan framework fuse inter encouraging diversity embedded within deep supervision critical role constructed pseudo annotated datasets |