Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380303870> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4380303870 endingPage "1" @default.
- W4380303870 startingPage "1" @default.
- W4380303870 abstract "In this paper, we present a weakly-supervised RGB-D salient object detection model via scribble supervision. Specifically, as a multimodal learning task, we focus on effective multimodal representation learning via inter-modal mutual information regularization. In particular, following the principle of disentangled representation learning, we introduce a mutual information upper bound with a mutual information minimization regularizer to encourage the disentangled representation of each modality for salient object detection. Based on our multimodal representation learning framework, we introduce an asymmetric feature extractor for our multimodal data, which is proven more effective than the conventional symmetric backbone setting. We also introduce multimodal variational auto-encoder as stochastic prediction refinement techniques, which takes pseudo labels from the first training stage as supervision and generates refined prediction. Experimental results on benchmark RGB-D salient object detection datasets verify both effectiveness of our explicit multimodal disentangled representation learning method and the stochastic prediction refinement strategy, achieving comparable performance with the state-of-the-art fully <italic xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>supervised</i> models. Our code and data are available at: https://npucvr.github.io/MIRV/." @default.
- W4380303870 created "2023-06-13" @default.
- W4380303870 creator A5015599512 @default.
- W4380303870 creator A5021094497 @default.
- W4380303870 creator A5036202579 @default.
- W4380303870 creator A5089981289 @default.
- W4380303870 date "2023-01-01" @default.
- W4380303870 modified "2023-09-26" @default.
- W4380303870 title "Mutual Information Regularization for Weakly-supervised RGB-D Salient Object Detection" @default.
- W4380303870 doi "https://doi.org/10.1109/tcsvt.2023.3285249" @default.
- W4380303870 hasPublicationYear "2023" @default.
- W4380303870 type Work @default.
- W4380303870 citedByCount "0" @default.
- W4380303870 crossrefType "journal-article" @default.
- W4380303870 hasAuthorship W4380303870A5015599512 @default.
- W4380303870 hasAuthorship W4380303870A5021094497 @default.
- W4380303870 hasAuthorship W4380303870A5036202579 @default.
- W4380303870 hasAuthorship W4380303870A5089981289 @default.
- W4380303870 hasConcept C119857082 @default.
- W4380303870 hasConcept C13280743 @default.
- W4380303870 hasConcept C152139883 @default.
- W4380303870 hasConcept C153180895 @default.
- W4380303870 hasConcept C154945302 @default.
- W4380303870 hasConcept C17744445 @default.
- W4380303870 hasConcept C185798385 @default.
- W4380303870 hasConcept C199539241 @default.
- W4380303870 hasConcept C205649164 @default.
- W4380303870 hasConcept C2776135515 @default.
- W4380303870 hasConcept C2776151529 @default.
- W4380303870 hasConcept C2776359362 @default.
- W4380303870 hasConcept C2780719617 @default.
- W4380303870 hasConcept C41008148 @default.
- W4380303870 hasConcept C59404180 @default.
- W4380303870 hasConcept C82990744 @default.
- W4380303870 hasConcept C94625758 @default.
- W4380303870 hasConceptScore W4380303870C119857082 @default.
- W4380303870 hasConceptScore W4380303870C13280743 @default.
- W4380303870 hasConceptScore W4380303870C152139883 @default.
- W4380303870 hasConceptScore W4380303870C153180895 @default.
- W4380303870 hasConceptScore W4380303870C154945302 @default.
- W4380303870 hasConceptScore W4380303870C17744445 @default.
- W4380303870 hasConceptScore W4380303870C185798385 @default.
- W4380303870 hasConceptScore W4380303870C199539241 @default.
- W4380303870 hasConceptScore W4380303870C205649164 @default.
- W4380303870 hasConceptScore W4380303870C2776135515 @default.
- W4380303870 hasConceptScore W4380303870C2776151529 @default.
- W4380303870 hasConceptScore W4380303870C2776359362 @default.
- W4380303870 hasConceptScore W4380303870C2780719617 @default.
- W4380303870 hasConceptScore W4380303870C41008148 @default.
- W4380303870 hasConceptScore W4380303870C59404180 @default.
- W4380303870 hasConceptScore W4380303870C82990744 @default.
- W4380303870 hasConceptScore W4380303870C94625758 @default.
- W4380303870 hasFunder F4320321001 @default.
- W4380303870 hasLocation W43803038701 @default.
- W4380303870 hasOpenAccess W4380303870 @default.
- W4380303870 hasPrimaryLocation W43803038701 @default.
- W4380303870 hasRelatedWork W2354756786 @default.
- W4380303870 hasRelatedWork W2379164728 @default.
- W4380303870 hasRelatedWork W2536452361 @default.
- W4380303870 hasRelatedWork W2607572884 @default.
- W4380303870 hasRelatedWork W2726222394 @default.
- W4380303870 hasRelatedWork W2739974641 @default.
- W4380303870 hasRelatedWork W290554818 @default.
- W4380303870 hasRelatedWork W2942382086 @default.
- W4380303870 hasRelatedWork W4296872236 @default.
- W4380303870 hasRelatedWork W4360995138 @default.
- W4380303870 isParatext "false" @default.
- W4380303870 isRetracted "false" @default.
- W4380303870 workType "article" @default.