Matches in SemOpenAlex for { <https://semopenalex.org/work/W2954183886> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W2954183886 endingPage "124" @default.
- W2954183886 startingPage "117" @default.
- W2954183886 abstract "Whole slide image (WSI) of mouse testicular cross-section contains hundreds of seminiferous tubules. Meanwhile, each seminiferous tubule also contains different types of germ cells among different histological regions. These factors make it a challenge to segment distinct germ cells and regions on mouse testicular cross-section. Automated segmentation of different germ cells and regions is the first step to develop a computerized spermatogenesis staging system. In this paper, a set of 28 H&E stained WSIs of mouse testicular cross-section and 209 Stage VI-VIII tubules images were studied to develop an automated multi-task segmentation model. A deep residual network (ResNet) is first presented for seminiferous tubule segmentation from mouse testicular cross-section. According to the types and distribution of germ cells in the tubules, we then present the other deep ResNet for multi-cell (spermatid, spermatocyte, and spermatogonia) segmentation and a fully convolutional network (FCN) for multi-region (elongated spermatid, round spermatid, and spermatogonial & spermatocyte regions) segmentation. To our knowledge, this is the first time to develop a computerized model for analyzing histopathological image of mouse testis. Three segmentation models presented in this paper show good segmentation performance and obtain the pixel accuracy of 94.40%, 91.26%, 93.47% for three segmentation tasks, respectively, which lays a solid foundation for the establishment of mouse spermatogenesis staging system." @default.
- W2954183886 created "2019-07-12" @default.
- W2954183886 creator A5002561991 @default.
- W2954183886 creator A5008804111 @default.
- W2954183886 creator A5024418859 @default.
- W2954183886 creator A5027642699 @default.
- W2954183886 creator A5052580931 @default.
- W2954183886 creator A5053654026 @default.
- W2954183886 date "2019-01-01" @default.
- W2954183886 modified "2023-09-29" @default.
- W2954183886 title "Histopathological Image Analysis on Mouse Testes for Automated Staging of Mouse Seminiferous Tubule" @default.
- W2954183886 cites W1903029394 @default.
- W2954183886 cites W2064446194 @default.
- W2954183886 cites W2081676666 @default.
- W2954183886 cites W2103243046 @default.
- W2954183886 cites W2194775991 @default.
- W2954183886 cites W2252403865 @default.
- W2954183886 cites W2312947295 @default.
- W2954183886 cites W2533800772 @default.
- W2954183886 cites W2912157054 @default.
- W2954183886 doi "https://doi.org/10.1007/978-3-030-23937-4_14" @default.
- W2954183886 hasPublicationYear "2019" @default.
- W2954183886 type Work @default.
- W2954183886 sameAs 2954183886 @default.
- W2954183886 citedByCount "4" @default.
- W2954183886 countsByYear W29541838862022 @default.
- W2954183886 countsByYear W29541838862023 @default.
- W2954183886 crossrefType "book-chapter" @default.
- W2954183886 hasAuthorship W2954183886A5002561991 @default.
- W2954183886 hasAuthorship W2954183886A5008804111 @default.
- W2954183886 hasAuthorship W2954183886A5024418859 @default.
- W2954183886 hasAuthorship W2954183886A5027642699 @default.
- W2954183886 hasAuthorship W2954183886A5052580931 @default.
- W2954183886 hasAuthorship W2954183886A5053654026 @default.
- W2954183886 hasConcept C115961682 @default.
- W2954183886 hasConcept C123765429 @default.
- W2954183886 hasConcept C126322002 @default.
- W2954183886 hasConcept C154945302 @default.
- W2954183886 hasConcept C16685009 @default.
- W2954183886 hasConcept C2778054371 @default.
- W2954183886 hasConcept C2780091579 @default.
- W2954183886 hasConcept C2780498532 @default.
- W2954183886 hasConcept C2781068068 @default.
- W2954183886 hasConcept C41008148 @default.
- W2954183886 hasConcept C71924100 @default.
- W2954183886 hasConceptScore W2954183886C115961682 @default.
- W2954183886 hasConceptScore W2954183886C123765429 @default.
- W2954183886 hasConceptScore W2954183886C126322002 @default.
- W2954183886 hasConceptScore W2954183886C154945302 @default.
- W2954183886 hasConceptScore W2954183886C16685009 @default.
- W2954183886 hasConceptScore W2954183886C2778054371 @default.
- W2954183886 hasConceptScore W2954183886C2780091579 @default.
- W2954183886 hasConceptScore W2954183886C2780498532 @default.
- W2954183886 hasConceptScore W2954183886C2781068068 @default.
- W2954183886 hasConceptScore W2954183886C41008148 @default.
- W2954183886 hasConceptScore W2954183886C71924100 @default.
- W2954183886 hasLocation W29541838861 @default.
- W2954183886 hasOpenAccess W2954183886 @default.
- W2954183886 hasPrimaryLocation W29541838861 @default.
- W2954183886 hasRelatedWork W1561902485 @default.
- W2954183886 hasRelatedWork W1863865567 @default.
- W2954183886 hasRelatedWork W2095712487 @default.
- W2954183886 hasRelatedWork W2348007556 @default.
- W2954183886 hasRelatedWork W2393092591 @default.
- W2954183886 hasRelatedWork W2414294416 @default.
- W2954183886 hasRelatedWork W2891078596 @default.
- W2954183886 hasRelatedWork W2924815886 @default.
- W2954183886 hasRelatedWork W3217031933 @default.
- W2954183886 hasRelatedWork W4210503920 @default.
- W2954183886 isParatext "false" @default.
- W2954183886 isRetracted "false" @default.
- W2954183886 magId "2954183886" @default.
- W2954183886 workType "book-chapter" @default.