Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387399315> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4387399315 endingPage "187" @default.
- W4387399315 startingPage "177" @default.
- W4387399315 abstract "Universal anomaly detection still remains a challenging problem in machine learning and medical image analysis. It is possible to learn an expected distribution from a single class of normative samples, e.g., through epistemic uncertainty estimates, auto-encoding models, or from synthetic anomalies in a self-supervised way. The performance of self-supervised anomaly detection approaches is still inferior compared to methods that use examples from known unknown classes to shape the decision boundary. However, outlier exposure methods often do not identify unknown unknowns. Here we discuss an improved self-supervised single-class training strategy that supports the approximation of probabilistic inference with loosen feature locality constraints. We show that up-scaling of gradients with histogram-equalised images is beneficial for recently proposed self-supervision tasks. Our method is integrated into several out-of-distribution (OOD) detection models and we show evidence that our method outperforms the state-of-the-art on various benchmark datasets." @default.
- W4387399315 created "2023-10-07" @default.
- W4387399315 creator A5015056943 @default.
- W4387399315 creator A5025060140 @default.
- W4387399315 creator A5034283416 @default.
- W4387399315 creator A5078127596 @default.
- W4387399315 creator A5088773536 @default.
- W4387399315 date "2023-01-01" @default.
- W4387399315 modified "2023-10-07" @default.
- W4387399315 title "Confidence-Aware and Self-supervised Image Anomaly Localisation" @default.
- W4387399315 cites W1986649315 @default.
- W4387399315 cites W2142514727 @default.
- W4387399315 cites W2883683269 @default.
- W4387399315 cites W2914570111 @default.
- W4387399315 cites W2947805333 @default.
- W4387399315 cites W2963045681 @default.
- W4387399315 cites W2979410457 @default.
- W4387399315 cites W2982587597 @default.
- W4387399315 cites W2997212544 @default.
- W4387399315 cites W3006463225 @default.
- W4387399315 cites W3027056261 @default.
- W4387399315 cites W3095892876 @default.
- W4387399315 cites W3166166117 @default.
- W4387399315 cites W3175238080 @default.
- W4387399315 cites W3198409653 @default.
- W4387399315 cites W3203211016 @default.
- W4387399315 cites W4210480444 @default.
- W4387399315 cites W4296960211 @default.
- W4387399315 cites W4297828509 @default.
- W4387399315 doi "https://doi.org/10.1007/978-3-031-44336-7_18" @default.
- W4387399315 hasPublicationYear "2023" @default.
- W4387399315 type Work @default.
- W4387399315 citedByCount "0" @default.
- W4387399315 crossrefType "book-chapter" @default.
- W4387399315 hasAuthorship W4387399315A5015056943 @default.
- W4387399315 hasAuthorship W4387399315A5025060140 @default.
- W4387399315 hasAuthorship W4387399315A5034283416 @default.
- W4387399315 hasAuthorship W4387399315A5078127596 @default.
- W4387399315 hasAuthorship W4387399315A5088773536 @default.
- W4387399315 hasConcept C115961682 @default.
- W4387399315 hasConcept C119857082 @default.
- W4387399315 hasConcept C121332964 @default.
- W4387399315 hasConcept C12267149 @default.
- W4387399315 hasConcept C12997251 @default.
- W4387399315 hasConcept C13280743 @default.
- W4387399315 hasConcept C138885662 @default.
- W4387399315 hasConcept C153180895 @default.
- W4387399315 hasConcept C154945302 @default.
- W4387399315 hasConcept C185798385 @default.
- W4387399315 hasConcept C205649164 @default.
- W4387399315 hasConcept C26873012 @default.
- W4387399315 hasConcept C2776214188 @default.
- W4387399315 hasConcept C2776401178 @default.
- W4387399315 hasConcept C41008148 @default.
- W4387399315 hasConcept C41895202 @default.
- W4387399315 hasConcept C42023084 @default.
- W4387399315 hasConcept C49937458 @default.
- W4387399315 hasConcept C53533937 @default.
- W4387399315 hasConcept C739882 @default.
- W4387399315 hasConcept C79337645 @default.
- W4387399315 hasConceptScore W4387399315C115961682 @default.
- W4387399315 hasConceptScore W4387399315C119857082 @default.
- W4387399315 hasConceptScore W4387399315C121332964 @default.
- W4387399315 hasConceptScore W4387399315C12267149 @default.
- W4387399315 hasConceptScore W4387399315C12997251 @default.
- W4387399315 hasConceptScore W4387399315C13280743 @default.
- W4387399315 hasConceptScore W4387399315C138885662 @default.
- W4387399315 hasConceptScore W4387399315C153180895 @default.
- W4387399315 hasConceptScore W4387399315C154945302 @default.
- W4387399315 hasConceptScore W4387399315C185798385 @default.
- W4387399315 hasConceptScore W4387399315C205649164 @default.
- W4387399315 hasConceptScore W4387399315C26873012 @default.
- W4387399315 hasConceptScore W4387399315C2776214188 @default.
- W4387399315 hasConceptScore W4387399315C2776401178 @default.
- W4387399315 hasConceptScore W4387399315C41008148 @default.
- W4387399315 hasConceptScore W4387399315C41895202 @default.
- W4387399315 hasConceptScore W4387399315C42023084 @default.
- W4387399315 hasConceptScore W4387399315C49937458 @default.
- W4387399315 hasConceptScore W4387399315C53533937 @default.
- W4387399315 hasConceptScore W4387399315C739882 @default.
- W4387399315 hasConceptScore W4387399315C79337645 @default.
- W4387399315 hasLocation W43873993151 @default.
- W4387399315 hasOpenAccess W4387399315 @default.
- W4387399315 hasPrimaryLocation W43873993151 @default.
- W4387399315 hasRelatedWork W2295423552 @default.
- W4387399315 hasRelatedWork W2499612753 @default.
- W4387399315 hasRelatedWork W2806741695 @default.
- W4387399315 hasRelatedWork W2946096271 @default.
- W4387399315 hasRelatedWork W2998615029 @default.
- W4387399315 hasRelatedWork W3111802945 @default.
- W4387399315 hasRelatedWork W3210364259 @default.
- W4387399315 hasRelatedWork W4290647774 @default.
- W4387399315 hasRelatedWork W4367857133 @default.
- W4387399315 hasRelatedWork W3107369729 @default.
- W4387399315 isParatext "false" @default.
- W4387399315 isRetracted "false" @default.
- W4387399315 workType "book-chapter" @default.