{"id":"https://openalex.org/W4379653733","doi":"https://doi.org/10.1117/12.2679248","title":"Efficient loss functions for GAN-based style transfer","display_name":"Efficient loss functions for GAN-based style transfer","publication_year":2023,"publication_date":"2023-06-07","ids":{"openalex":"https://openalex.org/W4379653733","doi":"https://doi.org/10.1117/12.2679248"},"language":"en","primary_location":{"id":"doi:10.1117/12.2679248","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1117/12.2679248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fifteenth International Conference on Machine Vision (ICMV 2022)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009006749","display_name":"Nhat-Tan Bui","orcid":"https://orcid.org/0000-0002-4303-1582"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["NZ","VN"],"is_corresponding":true,"raw_author_name":"Nhat-Tan Bui","raw_affiliation_strings":["Auckland Univ. of Technology (New Zealand)","Univ. of Science Ho Chi Minh City (Vietnam)","Vietnam National University, Ho Chi Minh City (Vietnam)","Auckland Univ. of Technology (New Zealand); Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National University, Ho Chi Minh City (Vietnam)"],"affiliations":[{"raw_affiliation_string":"Auckland Univ. of Technology (New Zealand)","institution_ids":["https://openalex.org/I39854758"]},{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"Auckland Univ. of Technology (New Zealand); Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National University, Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036616073","display_name":"Hai-Dang Nguyen","orcid":"https://orcid.org/0000-0003-0888-8908"},"institutions":[{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]},{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hai-Dang Nguyen","raw_affiliation_strings":["Univ. of Science Ho Chi Minh City (Vietnam)","Vietnam National Univ. (Vietnam)","Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)"],"affiliations":[{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National Univ. (Vietnam)","institution_ids":[]},{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092107680","display_name":"Trung-Nam Bui-Huynh","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Trung-Nam Bui-Huynh","raw_affiliation_strings":["Univ. of Science Ho Chi Minh City (Vietnam)","Vietnam National Univ. (Vietnam)","Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)"],"affiliations":[{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National Univ. (Vietnam)","institution_ids":[]},{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102781573","display_name":"Ngoc-Thao Nguyen","orcid":"https://orcid.org/0000-0003-0252-6519"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Ngoc-Thao Nguyen","raw_affiliation_strings":["Univ. of Science Ho Chi Minh City (Vietnam)","Vietnam National Univ. (Vietnam)","Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)"],"affiliations":[{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National Univ. (Vietnam)","institution_ids":[]},{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005429804","display_name":"Xuan-Nam Cao","orcid":"https://orcid.org/0000-0002-3614-7982"},"institutions":[{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]},{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Xuan-Nam Cao","raw_affiliation_strings":["Univ. of Science Ho Chi Minh City (Vietnam)","Vietnam National Univ. (Vietnam)","Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)"],"affiliations":[{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam)","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National Univ. (Vietnam)","institution_ids":[]},{"raw_affiliation_string":"Univ. of Science Ho Chi Minh City (Vietnam); Vietnam National Univ. (Vietnam)","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5009006749"],"corresponding_institution_ids":["https://openalex.org/I123565023","https://openalex.org/I23582244","https://openalex.org/I39854758"],"apc_list":null,"apc_paid":null,"fwci":0.2456,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50151762,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9517999887466431,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stylized-fact","display_name":"Stylized fact","score":0.7054262161254883},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6722816824913025},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.6093150973320007},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5329844355583191},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5313065052032471},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5133249163627625},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.512066662311554},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.5064870119094849},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5033037066459656},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.43202126026153564},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.4244714081287384},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.4186539649963379},{"id":"https://openalex.org/keywords/laplace-operator","display_name":"Laplace operator","score":0.4175790250301361},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3445334732532501},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16760841012001038},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.13722291588783264},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.08542567491531372}],"concepts":[{"id":"https://openalex.org/C38935604","wikidata":"https://www.wikidata.org/wiki/Q4330363","display_name":"Stylized fact","level":2,"score":0.7054262161254883},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6722816824913025},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.6093150973320007},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5329844355583191},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5313065052032471},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5133249163627625},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.512066662311554},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5064870119094849},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5033037066459656},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.43202126026153564},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.4244714081287384},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.4186539649963379},{"id":"https://openalex.org/C165700671","wikidata":"https://www.wikidata.org/wiki/Q203484","display_name":"Laplace operator","level":2,"score":0.4175790250301361},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3445334732532501},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16760841012001038},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.13722291588783264},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.08542567491531372},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2679248","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1117/12.2679248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fifteenth International Conference on Machine Vision (ICMV 2022)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.75}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2529311304","https://openalex.org/W4248275646","https://openalex.org/W2992609826","https://openalex.org/W2552900035","https://openalex.org/W2162875951","https://openalex.org/W2062875858","https://openalex.org/W3124809058","https://openalex.org/W4380047323","https://openalex.org/W2138330538","https://openalex.org/W2046581487"],"abstract_inverted_index":{"Style":[0],"transfer":[1,20,60],"aims":[2],"to":[3,50,84,93,138],"render":[4],"a":[5,11,46],"new":[6],"artistic":[7],"image":[8,13,106],"based":[9],"on":[10],"content":[12,77,108,117,125],"and":[14,26,40,55,79,107],"given":[15],"artwork":[16],"style.":[17],"Recent":[18],"style":[19,59,89],"techniques":[21],"often":[22],"suffer":[23],"structure":[24],"distortion":[25],"artifact":[27],"problems":[28],"that":[29,73,96],"abate":[30],"the":[31,41,52,58,69,76,80,86,98,102,116,124,135,140],"quality":[32],"of":[33,65,104,123],"stylized":[34],"images.":[35],"Motivated":[36],"by":[37,119,129],"these":[38],"observations":[39],"previous":[42],"works,":[43],"we":[44],"introduce":[45],"novel":[47],"GAN":[48],"framework":[49,133],"enhance":[51],"aesthetics,":[53],"faithfulness":[54],"flexibility":[56],"in":[57,143],"process.":[61],"The":[62],"key":[63],"factor":[64],"our":[66,110,132],"model":[67],"is":[68],"Laplacian":[70,111],"Pyramid":[71,112],"loss":[72,113],"naturally":[74],"forces":[75],"preservation":[78],"ResidualStyle":[81],"discriminator":[82],"block":[83],"capture":[85],"artwork\u2019s":[87],"painting":[88],"better.":[90],"In":[91],"contrast":[92],"existing":[94],"methods":[95],"calculate":[97],"Euclidean":[99],"distance":[100],"between":[101],"features":[103],"generated":[105],"image,":[109],"better":[114],"captures":[115],"representation":[118],"different":[120],"frequency":[121],"bands":[122],"image.":[126],"As":[127],"evaluated":[128],"experimental":[130],"results,":[131],"surmounts":[134],"unrealistic":[136],"artifacts":[137],"synthesize":[139],"photorealistic":[141],"artworks":[142],"real-time,":[144],"hence":[145],"attaining":[146],"striking":[147],"visual":[148],"effects.":[149]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-01-22T23:29:09.771500","created_date":"2025-10-10T00:00:00"}