FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3130844196> ?p ?o ?g. }

• W3130844196 abstract "Earth observation offers new insight into anthropogenic changes to nature, and how these changes are effecting (and are effected by) the built environment and the real economy. With the global availability of medium-resolution (10-30m) synthetic aperture radar (SAR) Sentinel-1 and multispectral Sentinel-2 imagery, machine learning can be employed to offer these insights at scale, unbiased to the reporting of companies and countries. In this paper, I introduce DeepSentinel, a data pipeline and experimentation framework for producing general-purpose semantic embeddings of paired Sentinel-1 and Sentinel-2 imagery. I document the development of an extensible corpus of labelled and unlabelled imagery for the purposes of sensor fusion research. With this new dataset I develop a set of experiments applying popular self-supervision methods and encoder architectures to a land cover classification problem. Tile2vec spatial encoding with a self-attention enabled ResNet model outperforms deeper ResNet variants as well as pretraining with variational autoencoding and contrastive loss. All supporting and derived data and code are made publicly available." @default.
• W3130844196 created "2021-03-01" @default.
• W3130844196 creator A5028440013 @default.
• W3130844196 date "2021-02-11" @default.
• W3130844196 modified "2023-09-27" @default.
• W3130844196 title "Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model" @default.
• W3130844196 cites W1973749534 @default.
• W3130844196 cites W1989632727 @default.
• W3130844196 cites W2075001972 @default.
• W3130844196 cites W2587702131 @default.
• W3130844196 cites W2626778328 @default.
• W3130844196 cites W2725897987 @default.
• W3130844196 cites W2767166343 @default.
• W3130844196 cites W2785736744 @default.
• W3130844196 cites W2804078698 @default.
• W3130844196 cites W2810242891 @default.
• W3130844196 cites W2842511635 @default.
• W3130844196 cites W2883102714 @default.
• W3130844196 cites W2886493749 @default.
• W3130844196 cites W2894340056 @default.
• W3130844196 cites W2901339722 @default.
• W3130844196 cites W2949517790 @default.
• W3130844196 cites W2949650786 @default.
• W3130844196 cites W2950577311 @default.
• W3130844196 cites W2951004968 @default.
• W3130844196 cites W2964246847 @default.
• W3130844196 cites W2972279533 @default.
• W3130844196 cites W2990316710 @default.
• W3130844196 cites W3002711963 @default.
• W3130844196 cites W3006614683 @default.
• W3130844196 cites W3038579873 @default.
• W3130844196 cites W3043642527 @default.
• W3130844196 cites W3125947825 @default.
• W3130844196 cites W3217049287 @default.
• W3130844196 cites W2914965007 @default.
• W3130844196 hasPublicationYear "2021" @default.
• W3130844196 type Work @default.
• W3130844196 sameAs 3130844196 @default.
• W3130844196 citedByCount "0" @default.
• W3130844196 crossrefType "posted-content" @default.
• W3130844196 hasAuthorship W3130844196A5028440013 @default.
• W3130844196 hasConcept C101738243 @default.
• W3130844196 hasConcept C108583219 @default.
• W3130844196 hasConcept C111919701 @default.
• W3130844196 hasConcept C118505674 @default.
• W3130844196 hasConcept C119857082 @default.
• W3130844196 hasConcept C124101348 @default.
• W3130844196 hasConcept C125411270 @default.
• W3130844196 hasConcept C127313418 @default.
• W3130844196 hasConcept C127413603 @default.
• W3130844196 hasConcept C147176958 @default.
• W3130844196 hasConcept C154945302 @default.
• W3130844196 hasConcept C173163844 @default.
• W3130844196 hasConcept C177264268 @default.
• W3130844196 hasConcept C17744445 @default.
• W3130844196 hasConcept C199360897 @default.
• W3130844196 hasConcept C199539241 @default.
• W3130844196 hasConcept C204321447 @default.
• W3130844196 hasConcept C2776359362 @default.
• W3130844196 hasConcept C2780648208 @default.
• W3130844196 hasConcept C41008148 @default.
• W3130844196 hasConcept C41608201 @default.
• W3130844196 hasConcept C43521106 @default.
• W3130844196 hasConcept C4792198 @default.
• W3130844196 hasConcept C58489278 @default.
• W3130844196 hasConcept C62649853 @default.
• W3130844196 hasConcept C87360688 @default.
• W3130844196 hasConcept C94625758 @default.
• W3130844196 hasConceptScore W3130844196C101738243 @default.
• W3130844196 hasConceptScore W3130844196C108583219 @default.
• W3130844196 hasConceptScore W3130844196C111919701 @default.
• W3130844196 hasConceptScore W3130844196C118505674 @default.
• W3130844196 hasConceptScore W3130844196C119857082 @default.
• W3130844196 hasConceptScore W3130844196C124101348 @default.
• W3130844196 hasConceptScore W3130844196C125411270 @default.
• W3130844196 hasConceptScore W3130844196C127313418 @default.
• W3130844196 hasConceptScore W3130844196C127413603 @default.
• W3130844196 hasConceptScore W3130844196C147176958 @default.
• W3130844196 hasConceptScore W3130844196C154945302 @default.
• W3130844196 hasConceptScore W3130844196C173163844 @default.
• W3130844196 hasConceptScore W3130844196C177264268 @default.
• W3130844196 hasConceptScore W3130844196C17744445 @default.
• W3130844196 hasConceptScore W3130844196C199360897 @default.
• W3130844196 hasConceptScore W3130844196C199539241 @default.
• W3130844196 hasConceptScore W3130844196C204321447 @default.
• W3130844196 hasConceptScore W3130844196C2776359362 @default.
• W3130844196 hasConceptScore W3130844196C2780648208 @default.
• W3130844196 hasConceptScore W3130844196C41008148 @default.
• W3130844196 hasConceptScore W3130844196C41608201 @default.
• W3130844196 hasConceptScore W3130844196C43521106 @default.
• W3130844196 hasConceptScore W3130844196C4792198 @default.
• W3130844196 hasConceptScore W3130844196C58489278 @default.
• W3130844196 hasConceptScore W3130844196C62649853 @default.
• W3130844196 hasConceptScore W3130844196C87360688 @default.
• W3130844196 hasConceptScore W3130844196C94625758 @default.
• W3130844196 hasLocation W31308441961 @default.
• W3130844196 hasOpenAccess W3130844196 @default.
• W3130844196 hasPrimaryLocation W31308441961 @default.
• W3130844196 hasRelatedWork W1926561698 @default.
• W3130844196 hasRelatedWork W2073061769 @default.

• next