<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> . <> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10111762> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/AcademicArticle> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/title> "Calorinet: From silhouettes to calorie estimation in private environments"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/abstract> "We propose a novel deep fusion architecture, CaloriNet, for the online estimation of energy expenditure for free living monitoring in private environments, where RGB data is discarded and replaced by silhouettes. Our fused convolutional neural network architecture is trainable end-to-end, to estimate calorie expenditure, using temporal foreground silhouettes alongside accelerometer data. The network is trained and cross-validated based on a publicly available dataset, SPHERE-Calorie, linking RGB-D, inertial and calorific measurements. Results show state-of-the-art minimum error on the estimation of energy expenditure (calories per minute), outperforming alternative, standard and single-modal techniques."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/date> "2019-01-01" . <https://discovery.ucl.ac.uk/id/document/1188985> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/publication/ext-f417136dad580f2867a7997d13cf018b> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> . <https://discovery.ucl.ac.uk/id/publication/ext-f417136dad580f2867a7997d13cf018b> <http://xmlns.com/foaf/0.1/name> "British Machine Vision Conference 2018, BMVC 2018"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-f417136dad580f2867a7997d13cf018b> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> . <https://discovery.ucl.ac.uk/id/eprint/10111762#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> . <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> <http://xmlns.com/foaf/0.1/givenName> "V"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> <http://xmlns.com/foaf/0.1/familyName> "Ponce-Lopez"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-30886a73679b748e4939ef55cf476893> <http://xmlns.com/foaf/0.1/name> "V Ponce-Lopez"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> <http://xmlns.com/foaf/0.1/givenName> "T"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> <http://xmlns.com/foaf/0.1/familyName> "Burghardt"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-56aa921ffce8d462c06b11493932d8ac> <http://xmlns.com/foaf/0.1/name> "T Burghardt"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> <http://xmlns.com/foaf/0.1/givenName> "S"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> <http://xmlns.com/foaf/0.1/familyName> "Hannuna"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7b0b1cae00ec9af61410ed5267f34f78> <http://xmlns.com/foaf/0.1/name> "S Hannuna"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> <http://xmlns.com/foaf/0.1/givenName> "D"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> <http://xmlns.com/foaf/0.1/familyName> "Damen"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d2497b6ebadb5107d67dc515eb8d8f01> <http://xmlns.com/foaf/0.1/name> "D Damen"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> <http://xmlns.com/foaf/0.1/givenName> "M"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> <http://xmlns.com/foaf/0.1/familyName> "Mirmehdi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-05a07f590dae535356e04e3b7c44642f> <http://xmlns.com/foaf/0.1/name> "M Mirmehdi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> <http://xmlns.com/foaf/0.1/givenName> "A"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> <http://xmlns.com/foaf/0.1/familyName> "Masullo"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-edd651121ac0fa59401b90a7bf33ff8e> <http://xmlns.com/foaf/0.1/name> "A Masullo"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ArticleEPrint> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188985> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188985> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Text)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://purl.org/dc/elements/1.1/hasVersion> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasPublished> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188985> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/13/0383.pdf> . <https://discovery.ucl.ac.uk/id/document/1188985> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/13/0383.pdf> . <https://discovery.ucl.ac.uk/id/eprint/10111762/13/0383.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "0383.pdf"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188986> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/14/lightbox.jpg> . <https://discovery.ucl.ac.uk/id/document/1188986> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/14/lightbox.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10111762/14/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188987> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/15/preview.jpg> . <https://discovery.ucl.ac.uk/id/document/1188987> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/15/preview.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10111762/15/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188989> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://eprints.org/relation/isIndexCodesVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/17/indexcodes.txt> . <https://discovery.ucl.ac.uk/id/document/1188989> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/17/indexcodes.txt> . <https://discovery.ucl.ac.uk/id/eprint/10111762/17/indexcodes.txt> <http://www.w3.org/2000/01/rdf-schema#label> "indexcodes.txt"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188990> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/18/medium.jpg> . <https://discovery.ucl.ac.uk/id/document/1188990> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/18/medium.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10111762/18/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1188991> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://www.w3.org/2000/01/rdf-schema#label> "Calorinet: From silhouettes to calorie estimation in private environments (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1188985> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10111762/19/small.jpg> . <https://discovery.ucl.ac.uk/id/document/1188991> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10111762/19/small.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10111762/19/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10111762> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <https://discovery.ucl.ac.uk/id/eprint/10111762/> . <https://discovery.ucl.ac.uk/id/eprint/10111762/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #10111762 \n\nCalorinet: From silhouettes to calorie estimation in private environments\n\n" . <https://discovery.ucl.ac.uk/id/eprint/10111762/> <http://purl.org/dc/elements/1.1/format> "text/html" . <https://discovery.ucl.ac.uk/id/eprint/10111762/> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10111762> .