Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311648049> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4311648049 abstract "Compressed sensing (CS) techniques have enabled efficient acquisition and recovery of sparse high-dimensional data via succinct low-dimensional projections, which usually consist of an encoder and a decoder. Unlike conventional CS techniques with the encoding-decoding architecture, the uncertainty autoencoder (UAE) can sample from the learned input data distribution without an explicit likelihood function, hence avoids potential uninformative latent representations. However, existing works on UAE mainly focus on the encoders and maximize the lower bound of the mutual information between input and measurements, rather than the decoders, which brings the shortcoming that the two may not cope well. In this letter, we propose a novel training scheme for UAE that blurs the measurements to learn the encoder and decoder simultaneously. Experimental results show that the proposed method improves the reconstruction performances when applied to UAE." @default.
- W4311648049 created "2022-12-27" @default.
- W4311648049 creator A5021596252 @default.
- W4311648049 creator A5033333372 @default.
- W4311648049 creator A5087331422 @default.
- W4311648049 date "2022-12-06" @default.
- W4311648049 modified "2023-09-30" @default.
- W4311648049 title "An Improved Uncertainty Autoencoder with Blurred Measurements" @default.
- W4311648049 doi "https://doi.org/10.22541/au.167034422.29221996/v1" @default.
- W4311648049 hasPublicationYear "2022" @default.
- W4311648049 type Work @default.
- W4311648049 citedByCount "0" @default.
- W4311648049 crossrefType "posted-content" @default.
- W4311648049 hasAuthorship W4311648049A5021596252 @default.
- W4311648049 hasAuthorship W4311648049A5033333372 @default.
- W4311648049 hasAuthorship W4311648049A5087331422 @default.
- W4311648049 hasBestOaLocation W43116480491 @default.
- W4311648049 hasConcept C101738243 @default.
- W4311648049 hasConcept C108583219 @default.
- W4311648049 hasConcept C111919701 @default.
- W4311648049 hasConcept C11413529 @default.
- W4311648049 hasConcept C118505674 @default.
- W4311648049 hasConcept C120665830 @default.
- W4311648049 hasConcept C121332964 @default.
- W4311648049 hasConcept C124851039 @default.
- W4311648049 hasConcept C125411270 @default.
- W4311648049 hasConcept C134306372 @default.
- W4311648049 hasConcept C153180895 @default.
- W4311648049 hasConcept C154945302 @default.
- W4311648049 hasConcept C192209626 @default.
- W4311648049 hasConcept C33923547 @default.
- W4311648049 hasConcept C41008148 @default.
- W4311648049 hasConcept C57273362 @default.
- W4311648049 hasConcept C77618280 @default.
- W4311648049 hasConceptScore W4311648049C101738243 @default.
- W4311648049 hasConceptScore W4311648049C108583219 @default.
- W4311648049 hasConceptScore W4311648049C111919701 @default.
- W4311648049 hasConceptScore W4311648049C11413529 @default.
- W4311648049 hasConceptScore W4311648049C118505674 @default.
- W4311648049 hasConceptScore W4311648049C120665830 @default.
- W4311648049 hasConceptScore W4311648049C121332964 @default.
- W4311648049 hasConceptScore W4311648049C124851039 @default.
- W4311648049 hasConceptScore W4311648049C125411270 @default.
- W4311648049 hasConceptScore W4311648049C134306372 @default.
- W4311648049 hasConceptScore W4311648049C153180895 @default.
- W4311648049 hasConceptScore W4311648049C154945302 @default.
- W4311648049 hasConceptScore W4311648049C192209626 @default.
- W4311648049 hasConceptScore W4311648049C33923547 @default.
- W4311648049 hasConceptScore W4311648049C41008148 @default.
- W4311648049 hasConceptScore W4311648049C57273362 @default.
- W4311648049 hasConceptScore W4311648049C77618280 @default.
- W4311648049 hasLocation W43116480491 @default.
- W4311648049 hasOpenAccess W4311648049 @default.
- W4311648049 hasPrimaryLocation W43116480491 @default.
- W4311648049 hasRelatedWork W2001953482 @default.
- W4311648049 hasRelatedWork W2043592202 @default.
- W4311648049 hasRelatedWork W2950710421 @default.
- W4311648049 hasRelatedWork W2963622214 @default.
- W4311648049 hasRelatedWork W3089046173 @default.
- W4311648049 hasRelatedWork W3197018160 @default.
- W4311648049 hasRelatedWork W4200453776 @default.
- W4311648049 hasRelatedWork W4298238796 @default.
- W4311648049 hasRelatedWork W4301183377 @default.
- W4311648049 hasRelatedWork W4311648049 @default.
- W4311648049 isParatext "false" @default.
- W4311648049 isRetracted "false" @default.
- W4311648049 workType "article" @default.