Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366400375> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4366400375 abstract "Anomaly detection remains a challenging task in neuroimaging when little to no supervision is available and when lesions can be very small or with subtle contrast. Patch-based representation learning has shown powerful representation capacities when applied to industrial or medical imaging and outlier detection methods have been applied successfully to these images. In this work, we propose an unsupervised anomaly detection (UAD) method based on a latent space constructed by a siamese patch-based auto-encoder and perform the outlier detection with a One-Class SVM training paradigm tailored to the lesion detection task in multi-modality neuroimaging. We evaluate performances of this model on a public database, the White Matter Hyperintensities (WMH) challenge and show in par performance with the two best performing state-of-the-art methods reported so far." @default.
- W4366400375 created "2023-04-21" @default.
- W4366400375 creator A5046583330 @default.
- W4366400375 creator A5063925001 @default.
- W4366400375 creator A5085395924 @default.
- W4366400375 date "2023-04-17" @default.
- W4366400375 modified "2023-09-27" @default.
- W4366400375 title "One-Class SVM on siamese neural network latent space for Unsupervised Anomaly Detection on brain MRI White Matter Hyperintensities" @default.
- W4366400375 doi "https://doi.org/10.48550/arxiv.2304.08058" @default.
- W4366400375 hasPublicationYear "2023" @default.
- W4366400375 type Work @default.
- W4366400375 citedByCount "0" @default.
- W4366400375 crossrefType "posted-content" @default.
- W4366400375 hasAuthorship W4366400375A5046583330 @default.
- W4366400375 hasAuthorship W4366400375A5063925001 @default.
- W4366400375 hasAuthorship W4366400375A5085395924 @default.
- W4366400375 hasBestOaLocation W43664003751 @default.
- W4366400375 hasConcept C101738243 @default.
- W4366400375 hasConcept C12267149 @default.
- W4366400375 hasConcept C126838900 @default.
- W4366400375 hasConcept C143409427 @default.
- W4366400375 hasConcept C146638467 @default.
- W4366400375 hasConcept C153180895 @default.
- W4366400375 hasConcept C154945302 @default.
- W4366400375 hasConcept C15744967 @default.
- W4366400375 hasConcept C169760540 @default.
- W4366400375 hasConcept C17744445 @default.
- W4366400375 hasConcept C199539241 @default.
- W4366400375 hasConcept C2776359362 @default.
- W4366400375 hasConcept C2776502983 @default.
- W4366400375 hasConcept C41008148 @default.
- W4366400375 hasConcept C50644808 @default.
- W4366400375 hasConcept C58693492 @default.
- W4366400375 hasConcept C71924100 @default.
- W4366400375 hasConcept C739882 @default.
- W4366400375 hasConcept C79337645 @default.
- W4366400375 hasConcept C94625758 @default.
- W4366400375 hasConceptScore W4366400375C101738243 @default.
- W4366400375 hasConceptScore W4366400375C12267149 @default.
- W4366400375 hasConceptScore W4366400375C126838900 @default.
- W4366400375 hasConceptScore W4366400375C143409427 @default.
- W4366400375 hasConceptScore W4366400375C146638467 @default.
- W4366400375 hasConceptScore W4366400375C153180895 @default.
- W4366400375 hasConceptScore W4366400375C154945302 @default.
- W4366400375 hasConceptScore W4366400375C15744967 @default.
- W4366400375 hasConceptScore W4366400375C169760540 @default.
- W4366400375 hasConceptScore W4366400375C17744445 @default.
- W4366400375 hasConceptScore W4366400375C199539241 @default.
- W4366400375 hasConceptScore W4366400375C2776359362 @default.
- W4366400375 hasConceptScore W4366400375C2776502983 @default.
- W4366400375 hasConceptScore W4366400375C41008148 @default.
- W4366400375 hasConceptScore W4366400375C50644808 @default.
- W4366400375 hasConceptScore W4366400375C58693492 @default.
- W4366400375 hasConceptScore W4366400375C71924100 @default.
- W4366400375 hasConceptScore W4366400375C739882 @default.
- W4366400375 hasConceptScore W4366400375C79337645 @default.
- W4366400375 hasConceptScore W4366400375C94625758 @default.
- W4366400375 hasLocation W43664003751 @default.
- W4366400375 hasOpenAccess W4366400375 @default.
- W4366400375 hasPrimaryLocation W43664003751 @default.
- W4366400375 hasRelatedWork W2587789887 @default.
- W4366400375 hasRelatedWork W2897995864 @default.
- W4366400375 hasRelatedWork W2998168123 @default.
- W4366400375 hasRelatedWork W3034555105 @default.
- W4366400375 hasRelatedWork W3136392033 @default.
- W4366400375 hasRelatedWork W3203487007 @default.
- W4366400375 hasRelatedWork W4287757193 @default.
- W4366400375 hasRelatedWork W4287995534 @default.
- W4366400375 hasRelatedWork W4318147667 @default.
- W4366400375 hasRelatedWork W4362631710 @default.
- W4366400375 isParatext "false" @default.
- W4366400375 isRetracted "false" @default.
- W4366400375 workType "article" @default.