Matches in SemOpenAlex for { <https://semopenalex.org/work/W4225565617> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W4225565617 endingPage "613" @default.
- W4225565617 startingPage "604" @default.
- W4225565617 abstract "With the advancement of deep learning techniques, an increasing number of methods have been proposed for optic disc and cup (OD/OC) segmentation from the fundus images. Clinically, OD/OC segmentation is often annotated by multiple clinical experts to mitigate the personal bias. However, it is hard to train the automated deep learning models on multiple labels. A common practice to tackle the issue is majority vote, e.g., taking the average of multiple labels. However such a strategy ignores the different expertness of medical experts. Motivated by the observation that OD/OC segmentation is often used for the glaucoma diagnosis clinically, in this paper, we propose a novel strategy to fuse the multi-rater OD/OC segmentation labels via the glaucoma diagnosis performance. Specifically, we assess the expertness of each rater through an attentive glaucoma diagnosis network. For each rater, its contribution for the diagnosis will be reflected as an expertness map. To ensure the expertness maps are general for different glaucoma diagnosis models, we further propose an Expertness Generator (ExpG) to eliminate the high-frequency components in the optimization process. Based on the obtained expertness maps, the multi-rater labels can be fused as a single ground-truth which we dubbed as Diagnosis First Ground-truth (DiagFirstGT). Experimental results show that by using DiagFirstGT as ground-truth, OD/OC segmentation networks will predict the masks with superior glaucoma diagnosis performance." @default.
- W4225565617 created "2022-05-05" @default.
- W4225565617 creator A5010906829 @default.
- W4225565617 creator A5011430407 @default.
- W4225565617 creator A5036758849 @default.
- W4225565617 creator A5048477610 @default.
- W4225565617 creator A5056208275 @default.
- W4225565617 creator A5069167446 @default.
- W4225565617 date "2022-01-01" @default.
- W4225565617 modified "2023-10-14" @default.
- W4225565617 title "Opinions Vary? Diagnosis First!" @default.
- W4225565617 cites W2148347694 @default.
- W4225565617 cites W2167561924 @default.
- W4225565617 cites W2194775991 @default.
- W4225565617 cites W2339885376 @default.
- W4225565617 cites W2605199686 @default.
- W4225565617 cites W2783612423 @default.
- W4225565617 cites W2790291405 @default.
- W4225565617 cites W2914959431 @default.
- W4225565617 cites W2915496375 @default.
- W4225565617 cites W2927032858 @default.
- W4225565617 cites W2963142663 @default.
- W4225565617 cites W2963674086 @default.
- W4225565617 cites W2978017498 @default.
- W4225565617 cites W2979610451 @default.
- W4225565617 cites W2979865275 @default.
- W4225565617 cites W3037115995 @default.
- W4225565617 cites W3096193903 @default.
- W4225565617 cites W3101386228 @default.
- W4225565617 cites W3102998284 @default.
- W4225565617 cites W3103010481 @default.
- W4225565617 cites W3106788732 @default.
- W4225565617 cites W3138516171 @default.
- W4225565617 cites W3182906273 @default.
- W4225565617 cites W3213767478 @default.
- W4225565617 cites W4282813766 @default.
- W4225565617 doi "https://doi.org/10.1007/978-3-031-16434-7_58" @default.
- W4225565617 hasPublicationYear "2022" @default.
- W4225565617 type Work @default.
- W4225565617 citedByCount "4" @default.
- W4225565617 countsByYear W42255656172022 @default.
- W4225565617 countsByYear W42255656172023 @default.
- W4225565617 crossrefType "book-chapter" @default.
- W4225565617 hasAuthorship W4225565617A5010906829 @default.
- W4225565617 hasAuthorship W4225565617A5011430407 @default.
- W4225565617 hasAuthorship W4225565617A5036758849 @default.
- W4225565617 hasAuthorship W4225565617A5048477610 @default.
- W4225565617 hasAuthorship W4225565617A5056208275 @default.
- W4225565617 hasAuthorship W4225565617A5069167446 @default.
- W4225565617 hasBestOaLocation W42255656172 @default.
- W4225565617 hasConcept C108583219 @default.
- W4225565617 hasConcept C118487528 @default.
- W4225565617 hasConcept C124504099 @default.
- W4225565617 hasConcept C126838900 @default.
- W4225565617 hasConcept C146849305 @default.
- W4225565617 hasConcept C153180895 @default.
- W4225565617 hasConcept C154945302 @default.
- W4225565617 hasConcept C2776391266 @default.
- W4225565617 hasConcept C2778527774 @default.
- W4225565617 hasConcept C41008148 @default.
- W4225565617 hasConcept C71924100 @default.
- W4225565617 hasConcept C89600930 @default.
- W4225565617 hasConceptScore W4225565617C108583219 @default.
- W4225565617 hasConceptScore W4225565617C118487528 @default.
- W4225565617 hasConceptScore W4225565617C124504099 @default.
- W4225565617 hasConceptScore W4225565617C126838900 @default.
- W4225565617 hasConceptScore W4225565617C146849305 @default.
- W4225565617 hasConceptScore W4225565617C153180895 @default.
- W4225565617 hasConceptScore W4225565617C154945302 @default.
- W4225565617 hasConceptScore W4225565617C2776391266 @default.
- W4225565617 hasConceptScore W4225565617C2778527774 @default.
- W4225565617 hasConceptScore W4225565617C41008148 @default.
- W4225565617 hasConceptScore W4225565617C71924100 @default.
- W4225565617 hasConceptScore W4225565617C89600930 @default.
- W4225565617 hasLocation W42255656171 @default.
- W4225565617 hasLocation W42255656172 @default.
- W4225565617 hasOpenAccess W4225565617 @default.
- W4225565617 hasPrimaryLocation W42255656171 @default.
- W4225565617 hasRelatedWork W158826679 @default.
- W4225565617 hasRelatedWork W2790662084 @default.
- W4225565617 hasRelatedWork W2960184797 @default.
- W4225565617 hasRelatedWork W3089025284 @default.
- W4225565617 hasRelatedWork W3099113392 @default.
- W4225565617 hasRelatedWork W3104734424 @default.
- W4225565617 hasRelatedWork W3142788400 @default.
- W4225565617 hasRelatedWork W4226289457 @default.
- W4225565617 hasRelatedWork W4285827401 @default.
- W4225565617 hasRelatedWork W4310880831 @default.
- W4225565617 isParatext "false" @default.
- W4225565617 isRetracted "false" @default.
- W4225565617 workType "book-chapter" @default.