<> <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/10192852> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/dc/terms/title> "GreenStableYolo: Optimizing Inference Time and Image Quality of Text-to-Image Generation"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/ontology/bibo/abstract> "Tuning the parameters and prompts for improving AI-based text-to-image generation has remained a substantial yet unaddressed challenge. Hence we introduce GreenStableYolo, which improves the parameters and prompts for Stable Diffusion to both reduce GPU inference time and increase image generation quality using NSGA-II and Yolo. Our experiments show that despite a relatively slight trade-off (18%) in image quality compared to StableYolo (which only considers image quality), GreenStableYolo achieves a substantial reduction in inference time (266% less) and a 526% higher hypervolume, thereby advancing the state-of-the-art for text-to-image generation."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/dc/terms/date> "2024-07-02" . <https://discovery.ucl.ac.uk/id/document/1747874> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/ontology/bibo/volume> "14767" . <https://discovery.ucl.ac.uk/id/org/ext-1c5ddec173ca8cdfba8b274309638579> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> . <https://discovery.ucl.ac.uk/id/org/ext-1c5ddec173ca8cdfba8b274309638579> <http://xmlns.com/foaf/0.1/name> 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<http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-225244457be09b58bc3ab9fd74badc6f> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-005563a7f8f7251cf214e8bdff988a78> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10192852#authors> . <https://discovery.ucl.ac.uk/id/eprint/10192852#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-005563a7f8f7251cf214e8bdff988a78> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-f0b9ce916b9edaf5e971aa3fdb9b9e6a> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10192852#editors> . <https://discovery.ucl.ac.uk/id/eprint/10192852#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-f0b9ce916b9edaf5e971aa3fdb9b9e6a> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-561233cda3cb7677a9e91382ee61fee7> . <https://discovery.ucl.ac.uk/id/eprint/10192852> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10192852#editors> . <https://discovery.ucl.ac.uk/id/eprint/10192852#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-561233cda3cb7677a9e91382ee61fee7> . <https://discovery.ucl.ac.uk/id/person/ext-d9d45f84ca781c7b9be7689ae6126ff6> <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-d9d45f84ca781c7b9be7689ae6126ff6> <http://xmlns.com/foaf/0.1/givenName> "Giordano"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d9d45f84ca781c7b9be7689ae6126ff6> <http://xmlns.com/foaf/0.1/familyName> "D’Aloisio"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d9d45f84ca781c7b9be7689ae6126ff6> <http://xmlns.com/foaf/0.1/name> "Giordano D’Aloisio"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f0b9ce916b9edaf5e971aa3fdb9b9e6a> <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-f0b9ce916b9edaf5e971aa3fdb9b9e6a> <http://xmlns.com/foaf/0.1/givenName> "Gunel"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f0b9ce916b9edaf5e971aa3fdb9b9e6a> <http://xmlns.com/foaf/0.1/familyName> "Jahangirova"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f0b9ce916b9edaf5e971aa3fdb9b9e6a> <http://xmlns.com/foaf/0.1/name> "Gunel Jahangirova"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-561233cda3cb7677a9e91382ee61fee7> <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-561233cda3cb7677a9e91382ee61fee7> <http://xmlns.com/foaf/0.1/givenName> "Foutse"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-561233cda3cb7677a9e91382ee61fee7> <http://xmlns.com/foaf/0.1/familyName> "Khomh"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-561233cda3cb7677a9e91382ee61fee7> <http://xmlns.com/foaf/0.1/name> "Foutse Khomh"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-880d14eb669fbb9886ef97f30f514a89> <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-880d14eb669fbb9886ef97f30f514a89> <http://xmlns.com/foaf/0.1/givenName> "Jingzhi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-880d14eb669fbb9886ef97f30f514a89> <http://xmlns.com/foaf/0.1/familyName> "Gong"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-880d14eb669fbb9886ef97f30f514a89> <http://xmlns.com/foaf/0.1/name> "Jingzhi Gong"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4a36eb3f85a0357e366ad7c6ac08cbae> <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-4a36eb3f85a0357e366ad7c6ac08cbae> <http://xmlns.com/foaf/0.1/givenName> "Ye"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4a36eb3f85a0357e366ad7c6ac08cbae> <http://xmlns.com/foaf/0.1/familyName> 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