Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386295635> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4386295635 endingPage "109915" @default.
- W4386295635 startingPage "109915" @default.
- W4386295635 abstract "We study the problem of restoring visual stimuli from electroencephalography (EEG) signals. Using a supervised classification-then-generation framework, the reconstruction-based approaches learn the mapping between distributions of two modalities but fail to reproduce the exact visual stimulus. Instead, we propose a self-supervised cross-modal retrieval paradigm that seeks instance-level alignment by maximizing the mutual information between the EEG encoding and associated visual stimulus. We demonstrate the threefold advantages of the self-supervised retrieval over supervised reconstruction on the largest visual-evoked EEG dataset with two evaluation protocols. First, it restores the exact visual stimulus without accessing the image class information, which was not possible with previous approaches. Second, it produces more recognizable results than generated ones and bypasses the challenge of training an image generator. Finally, it illustrates the benefits of self-supervision over supervised models in handling open-set data." @default.
- W4386295635 created "2023-08-31" @default.
- W4386295635 creator A5052731721 @default.
- W4386295635 creator A5062629682 @default.
- W4386295635 creator A5079296703 @default.
- W4386295635 creator A5092379792 @default.
- W4386295635 date "2024-01-01" @default.
- W4386295635 modified "2023-10-06" @default.
- W4386295635 title "Self-supervised cross-modal visual retrieval from brain activities" @default.
- W4386295635 cites W2117539524 @default.
- W4386295635 cites W2194775991 @default.
- W4386295635 cites W2618530766 @default.
- W4386295635 cites W2774049169 @default.
- W4386295635 cites W2897839226 @default.
- W4386295635 cites W2927047029 @default.
- W4386295635 cites W2963855931 @default.
- W4386295635 cites W2965806660 @default.
- W4386295635 cites W2987842562 @default.
- W4386295635 cites W2991806272 @default.
- W4386295635 cites W3019900571 @default.
- W4386295635 cites W3028543194 @default.
- W4386295635 cites W3093457236 @default.
- W4386295635 cites W3102003537 @default.
- W4386295635 cites W3129487563 @default.
- W4386295635 cites W3169764988 @default.
- W4386295635 cites W3176781808 @default.
- W4386295635 cites W4206121899 @default.
- W4386295635 cites W4229068725 @default.
- W4386295635 cites W4281710448 @default.
- W4386295635 cites W4283810973 @default.
- W4386295635 cites W4286776241 @default.
- W4386295635 cites W4309026083 @default.
- W4386295635 cites W4309880396 @default.
- W4386295635 cites W4312745848 @default.
- W4386295635 cites W4321794111 @default.
- W4386295635 cites W4386076190 @default.
- W4386295635 doi "https://doi.org/10.1016/j.patcog.2023.109915" @default.
- W4386295635 hasPublicationYear "2024" @default.
- W4386295635 type Work @default.
- W4386295635 citedByCount "0" @default.
- W4386295635 crossrefType "journal-article" @default.
- W4386295635 hasAuthorship W4386295635A5052731721 @default.
- W4386295635 hasAuthorship W4386295635A5062629682 @default.
- W4386295635 hasAuthorship W4386295635A5079296703 @default.
- W4386295635 hasAuthorship W4386295635A5092379792 @default.
- W4386295635 hasBestOaLocation W43862956351 @default.
- W4386295635 hasConcept C119857082 @default.
- W4386295635 hasConcept C144024400 @default.
- W4386295635 hasConcept C152139883 @default.
- W4386295635 hasConcept C153180895 @default.
- W4386295635 hasConcept C154945302 @default.
- W4386295635 hasConcept C15744967 @default.
- W4386295635 hasConcept C169760540 @default.
- W4386295635 hasConcept C185592680 @default.
- W4386295635 hasConcept C188027245 @default.
- W4386295635 hasConcept C2779903281 @default.
- W4386295635 hasConcept C2779918689 @default.
- W4386295635 hasConcept C36289849 @default.
- W4386295635 hasConcept C36464697 @default.
- W4386295635 hasConcept C41008148 @default.
- W4386295635 hasConcept C522805319 @default.
- W4386295635 hasConcept C542102704 @default.
- W4386295635 hasConcept C71139939 @default.
- W4386295635 hasConceptScore W4386295635C119857082 @default.
- W4386295635 hasConceptScore W4386295635C144024400 @default.
- W4386295635 hasConceptScore W4386295635C152139883 @default.
- W4386295635 hasConceptScore W4386295635C153180895 @default.
- W4386295635 hasConceptScore W4386295635C154945302 @default.
- W4386295635 hasConceptScore W4386295635C15744967 @default.
- W4386295635 hasConceptScore W4386295635C169760540 @default.
- W4386295635 hasConceptScore W4386295635C185592680 @default.
- W4386295635 hasConceptScore W4386295635C188027245 @default.
- W4386295635 hasConceptScore W4386295635C2779903281 @default.
- W4386295635 hasConceptScore W4386295635C2779918689 @default.
- W4386295635 hasConceptScore W4386295635C36289849 @default.
- W4386295635 hasConceptScore W4386295635C36464697 @default.
- W4386295635 hasConceptScore W4386295635C41008148 @default.
- W4386295635 hasConceptScore W4386295635C522805319 @default.
- W4386295635 hasConceptScore W4386295635C542102704 @default.
- W4386295635 hasConceptScore W4386295635C71139939 @default.
- W4386295635 hasLocation W43862956351 @default.
- W4386295635 hasOpenAccess W4386295635 @default.
- W4386295635 hasPrimaryLocation W43862956351 @default.
- W4386295635 hasRelatedWork W1970834875 @default.
- W4386295635 hasRelatedWork W200322357 @default.
- W4386295635 hasRelatedWork W2130428257 @default.
- W4386295635 hasRelatedWork W2466816617 @default.
- W4386295635 hasRelatedWork W2922348724 @default.
- W4386295635 hasRelatedWork W2952745240 @default.
- W4386295635 hasRelatedWork W3174028392 @default.
- W4386295635 hasRelatedWork W4306353150 @default.
- W4386295635 hasRelatedWork W4308951944 @default.
- W4386295635 hasRelatedWork W2185469136 @default.
- W4386295635 hasVolume "145" @default.
- W4386295635 isParatext "false" @default.
- W4386295635 isRetracted "false" @default.
- W4386295635 workType "article" @default.