Matches in SemOpenAlex for { <https://semopenalex.org/work/W3208979489> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W3208979489 endingPage "132" @default.
- W3208979489 startingPage "122" @default.
- W3208979489 abstract "Image classification models deployed in the real world may receive inputs outside the intended data distribution. For critical applications such as clinical decision making, it is important that a model can detect such out-of-distribution (OOD) inputs and express its uncertainty. In this work, we assess the capability of various state-of-the-art approaches for confidence-based OOD detection through a comparative study and in-depth analysis. First, we leverage a computer vision benchmark to reproduce and compare multiple OOD detection methods. We then evaluate their capabilities on the challenging task of disease classification using chest X-rays. Our study shows that high performance in a computer vision task does not directly translate to accuracy in a medical imaging task. We analyse factors that affect performance of the methods between the two tasks. Our results provide useful insights for developing the next generation of OOD detection methods." @default.
- W3208979489 created "2021-11-08" @default.
- W3208979489 creator A5001104721 @default.
- W3208979489 creator A5007222325 @default.
- W3208979489 creator A5048218427 @default.
- W3208979489 creator A5080172236 @default.
- W3208979489 date "2021-01-01" @default.
- W3208979489 modified "2023-10-16" @default.
- W3208979489 title "Confidence-Based Out-of-Distribution Detection: A Comparative Study and Analysis" @default.
- W3208979489 cites W2132870739 @default.
- W3208979489 cites W2599354622 @default.
- W3208979489 cites W2610571781 @default.
- W3208979489 cites W2963466845 @default.
- W3208979489 cites W2964137095 @default.
- W3208979489 cites W2971561076 @default.
- W3208979489 cites W2992005611 @default.
- W3208979489 cites W3015910149 @default.
- W3208979489 cites W3098712157 @default.
- W3208979489 cites W3118868805 @default.
- W3208979489 cites W4225370003 @default.
- W3208979489 doi "https://doi.org/10.1007/978-3-030-87735-4_12" @default.
- W3208979489 hasPublicationYear "2021" @default.
- W3208979489 type Work @default.
- W3208979489 sameAs 3208979489 @default.
- W3208979489 citedByCount "13" @default.
- W3208979489 countsByYear W32089794892021 @default.
- W3208979489 countsByYear W32089794892022 @default.
- W3208979489 countsByYear W32089794892023 @default.
- W3208979489 crossrefType "book-chapter" @default.
- W3208979489 hasAuthorship W3208979489A5001104721 @default.
- W3208979489 hasAuthorship W3208979489A5007222325 @default.
- W3208979489 hasAuthorship W3208979489A5048218427 @default.
- W3208979489 hasAuthorship W3208979489A5080172236 @default.
- W3208979489 hasBestOaLocation W32089794892 @default.
- W3208979489 hasConcept C119857082 @default.
- W3208979489 hasConcept C124101348 @default.
- W3208979489 hasConcept C127413603 @default.
- W3208979489 hasConcept C153083717 @default.
- W3208979489 hasConcept C154945302 @default.
- W3208979489 hasConcept C185798385 @default.
- W3208979489 hasConcept C201995342 @default.
- W3208979489 hasConcept C205649164 @default.
- W3208979489 hasConcept C2780451532 @default.
- W3208979489 hasConcept C41008148 @default.
- W3208979489 hasConcept C58640448 @default.
- W3208979489 hasConceptScore W3208979489C119857082 @default.
- W3208979489 hasConceptScore W3208979489C124101348 @default.
- W3208979489 hasConceptScore W3208979489C127413603 @default.
- W3208979489 hasConceptScore W3208979489C153083717 @default.
- W3208979489 hasConceptScore W3208979489C154945302 @default.
- W3208979489 hasConceptScore W3208979489C185798385 @default.
- W3208979489 hasConceptScore W3208979489C201995342 @default.
- W3208979489 hasConceptScore W3208979489C205649164 @default.
- W3208979489 hasConceptScore W3208979489C2780451532 @default.
- W3208979489 hasConceptScore W3208979489C41008148 @default.
- W3208979489 hasConceptScore W3208979489C58640448 @default.
- W3208979489 hasLocation W32089794891 @default.
- W3208979489 hasLocation W32089794892 @default.
- W3208979489 hasOpenAccess W3208979489 @default.
- W3208979489 hasPrimaryLocation W32089794891 @default.
- W3208979489 hasRelatedWork W2028665553 @default.
- W3208979489 hasRelatedWork W2086519370 @default.
- W3208979489 hasRelatedWork W2087343574 @default.
- W3208979489 hasRelatedWork W2105860728 @default.
- W3208979489 hasRelatedWork W2130974462 @default.
- W3208979489 hasRelatedWork W2378211422 @default.
- W3208979489 hasRelatedWork W2535915176 @default.
- W3208979489 hasRelatedWork W4287657826 @default.
- W3208979489 hasRelatedWork W4321353415 @default.
- W3208979489 hasRelatedWork W972276598 @default.
- W3208979489 isParatext "false" @default.
- W3208979489 isRetracted "false" @default.
- W3208979489 magId "3208979489" @default.
- W3208979489 workType "book-chapter" @default.