Matches in SemOpenAlex for { <https://semopenalex.org/work/W4286874401> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4286874401 abstract "In future 6G cellular networks, a joint communication and sensing protocol will allow the network to perceive the environment, opening the door for many new applications atop a unified communication-perception infrastructure. However, interpreting the sparse radio representation of sensing scenes is challenging, which hinders the potential of these emergent systems. We propose to combine radio and vision to automatically learn a radio-only sensing model with minimal human intervention. We want to build a radio sensing model that can feed on millions of uncurated data points. To this end, we leverage recent advances in self-supervised learning and formulate a new label-free radio-visual co-learning scheme, whereby vision trains radio via cross-modal mutual information. We implement and evaluate our scheme according to the common linear classification benchmark, and report qualitative and quantitative performance metrics. In our evaluation, the representation learnt by radio-visual self-supervision works well for a downstream sensing demonstrator, and outperforms its fully-supervised counterpart when less labelled data is used. This indicates that self-supervised learning could be an important enabler for future scalable radio sensing systems." @default.
- W4286874401 created "2022-07-25" @default.
- W4286874401 creator A5049468665 @default.
- W4286874401 creator A5060564722 @default.
- W4286874401 creator A5074468932 @default.
- W4286874401 date "2021-11-01" @default.
- W4286874401 modified "2023-09-24" @default.
- W4286874401 title "Self-Supervised Radio-Visual Representation Learning for 6G Sensing" @default.
- W4286874401 doi "https://doi.org/10.48550/arxiv.2111.02887" @default.
- W4286874401 hasPublicationYear "2021" @default.
- W4286874401 type Work @default.
- W4286874401 citedByCount "0" @default.
- W4286874401 crossrefType "posted-content" @default.
- W4286874401 hasAuthorship W4286874401A5049468665 @default.
- W4286874401 hasAuthorship W4286874401A5060564722 @default.
- W4286874401 hasAuthorship W4286874401A5074468932 @default.
- W4286874401 hasBestOaLocation W42868744011 @default.
- W4286874401 hasConcept C119857082 @default.
- W4286874401 hasConcept C13280743 @default.
- W4286874401 hasConcept C153083717 @default.
- W4286874401 hasConcept C154945302 @default.
- W4286874401 hasConcept C17744445 @default.
- W4286874401 hasConcept C185798385 @default.
- W4286874401 hasConcept C199539241 @default.
- W4286874401 hasConcept C205649164 @default.
- W4286874401 hasConcept C2776359362 @default.
- W4286874401 hasConcept C41008148 @default.
- W4286874401 hasConcept C48044578 @default.
- W4286874401 hasConcept C77088390 @default.
- W4286874401 hasConcept C94625758 @default.
- W4286874401 hasConceptScore W4286874401C119857082 @default.
- W4286874401 hasConceptScore W4286874401C13280743 @default.
- W4286874401 hasConceptScore W4286874401C153083717 @default.
- W4286874401 hasConceptScore W4286874401C154945302 @default.
- W4286874401 hasConceptScore W4286874401C17744445 @default.
- W4286874401 hasConceptScore W4286874401C185798385 @default.
- W4286874401 hasConceptScore W4286874401C199539241 @default.
- W4286874401 hasConceptScore W4286874401C205649164 @default.
- W4286874401 hasConceptScore W4286874401C2776359362 @default.
- W4286874401 hasConceptScore W4286874401C41008148 @default.
- W4286874401 hasConceptScore W4286874401C48044578 @default.
- W4286874401 hasConceptScore W4286874401C77088390 @default.
- W4286874401 hasConceptScore W4286874401C94625758 @default.
- W4286874401 hasLocation W42868744011 @default.
- W4286874401 hasOpenAccess W4286874401 @default.
- W4286874401 hasPrimaryLocation W42868744011 @default.
- W4286874401 hasRelatedWork W112744582 @default.
- W4286874401 hasRelatedWork W1485630101 @default.
- W4286874401 hasRelatedWork W1527726406 @default.
- W4286874401 hasRelatedWork W1597381735 @default.
- W4286874401 hasRelatedWork W1976363619 @default.
- W4286874401 hasRelatedWork W2067938758 @default.
- W4286874401 hasRelatedWork W2364921833 @default.
- W4286874401 hasRelatedWork W2388030554 @default.
- W4286874401 hasRelatedWork W2461970972 @default.
- W4286874401 hasRelatedWork W2498017833 @default.
- W4286874401 isParatext "false" @default.
- W4286874401 isRetracted "false" @default.
- W4286874401 workType "article" @default.