{"id":"https://openalex.org/W4293077786","doi":"https://doi.org/10.1007/s00371-022-02518-x","title":"Controlling strokes in fast neural style transfer using content transforms","display_name":"Controlling strokes in fast neural style transfer using content transforms","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4293077786","doi":"https://doi.org/10.1007/s00371-022-02518-x"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-022-02518-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02518-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02518-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02518-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016855443","display_name":"Max Reimann","orcid":"https://orcid.org/0000-0003-2146-4229"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Max Reimann","raw_affiliation_strings":["Hasso Plattner Institute, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2146-4229","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054500034","display_name":"Benito Buchheim","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benito Buchheim","raw_affiliation_strings":["Hasso Plattner Institute, University of Potsdam, Potsdam, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076672226","display_name":"Amir Semmo","orcid":"https://orcid.org/0000-0002-1553-4940"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amir Semmo","raw_affiliation_strings":["DigitalMasterpieces GmbH, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1553-4940","affiliations":[{"raw_affiliation_string":"DigitalMasterpieces GmbH, Potsdam, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081246092","display_name":"J\u00fcrgen D\u00f6llner","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen D\u00f6llner","raw_affiliation_strings":["Hasso Plattner Institute, University of Potsdam, Potsdam, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090346908","display_name":"Matthias Trapp","orcid":"https://orcid.org/0000-0003-3861-5759"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Trapp","raw_affiliation_strings":["Hasso Plattner Institute, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3861-5759","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5016855443"],"corresponding_institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.2245,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.80306186,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"38","issue":"12","first_page":"4019","last_page":"4033"},"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":0.9991999864578247,"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":0.9991999864578247,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T11439","display_name":"Video Analysis and Summarization","score":0.9944000244140625,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7175050377845764},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6073102355003357},{"id":"https://openalex.org/keywords/stylized-fact","display_name":"Stylized fact","score":0.5342319011688232},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5030059218406677},{"id":"https://openalex.org/keywords/image-warping","display_name":"Image warping","score":0.4915972650051117},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.48450371623039246},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.4239282011985779},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.411325603723526},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.394942045211792},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3538340926170349}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7175050377845764},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6073102355003357},{"id":"https://openalex.org/C38935604","wikidata":"https://www.wikidata.org/wiki/Q4330363","display_name":"Stylized fact","level":2,"score":0.5342319011688232},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5030059218406677},{"id":"https://openalex.org/C157202957","wikidata":"https://www.wikidata.org/wiki/Q1659609","display_name":"Image warping","level":2,"score":0.4915972650051117},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.48450371623039246},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.4239282011985779},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.411325603723526},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.394942045211792},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3538340926170349},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00371-022-02518-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02518-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02518-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},{"id":"pmh:oai:kobv.de-opus4-uni-potsdam:60594","is_oa":true,"landing_page_url":"https://publishup.uni-potsdam.de/frontdoor/index/index/docId/60594","pdf_url":null,"source":{"id":"https://openalex.org/S4306400594","display_name":"publish.UP (University of Potsdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I176453806","host_organization_name":"University of Potsdam","host_organization_lineage":["https://openalex.org/I176453806"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1007/s00371-022-02518-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-022-02518-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-022-02518-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5299999713897705}],"awards":[{"id":"https://openalex.org/G1333277737","display_name":null,"funder_award_id":"01IS18092","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G1445807890","display_name":null,"funder_award_id":"01IS19006","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293077786.pdf","grobid_xml":"https://content.openalex.org/works/W4293077786.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1981276685","https://openalex.org/W1993120651","https://openalex.org/W2031408555","https://openalex.org/W2033850547","https://openalex.org/W2109253138","https://openalex.org/W2128057924","https://openalex.org/W2128409098","https://openalex.org/W2164490837","https://openalex.org/W2194775991","https://openalex.org/W2331128040","https://openalex.org/W2470355596","https://openalex.org/W2475287302","https://openalex.org/W2520808298","https://openalex.org/W2550673061","https://openalex.org/W2557981030","https://openalex.org/W2603777577","https://openalex.org/W2605183293","https://openalex.org/W2619736762","https://openalex.org/W2747329762","https://openalex.org/W2775344120","https://openalex.org/W2798520250","https://openalex.org/W2898174740","https://openalex.org/W2907614273","https://openalex.org/W2936705217","https://openalex.org/W2962750014","https://openalex.org/W2962818016","https://openalex.org/W2963095605","https://openalex.org/W2963222130","https://openalex.org/W2963870605","https://openalex.org/W2963920720","https://openalex.org/W2970108381","https://openalex.org/W3035574324","https://openalex.org/W3043139608","https://openalex.org/W3080279402","https://openalex.org/W3110027162","https://openalex.org/W3215297260","https://openalex.org/W4241716071","https://openalex.org/W6633464138"],"related_works":["https://openalex.org/W3160062981","https://openalex.org/W3181746755","https://openalex.org/W4377225448","https://openalex.org/W2621079708","https://openalex.org/W2521062615","https://openalex.org/W3016958897","https://openalex.org/W2116300362","https://openalex.org/W1487047144","https://openalex.org/W4283379348","https://openalex.org/W4312417841"],"abstract_inverted_index":{"Abstract":[0],"Fast":[1],"style":[2,35,61,156,216],"transfer":[3,62,217],"methods":[4],"have":[5],"recently":[6],"gained":[7],"popularity":[8],"in":[9,111],"art-related":[10],"applications":[11],"as":[12,132],"they":[13,23],"make":[14],"a":[15,57,76,96,148,169],"generalized":[16],"real-time":[17],"stylization":[18],"of":[19,34,79,89,141,154,161,194],"images":[20],"practicable.":[21],"However,":[22],"are":[24,211],"mostly":[25],"limited":[26],"to":[27,128,185,203],"one-shot":[28],"stylizations":[29],"concerning":[30],"the":[31,39,69,87,112,138],"interactive":[32,152],"adjustment":[33],"elements.":[36],"In":[37],"particular,":[38],"expressive":[40,80],"control":[41,67],"over":[42,68],"stroke":[43,46,70,117,166],"sizes":[44],"or":[45,134],"orientations":[47,118],"remains":[48],"an":[49,177],"open":[50],"challenge.":[51],"To":[52,136],"this":[53],"end,":[54],"we":[55,94,144],"propose":[56],"novel":[58],"stroke-adjustable":[59],"fast":[60],"network":[63],"that":[64,107,182,210],"enables":[65,183],"simultaneous":[66],"size":[71],"and":[72,74,122,171,192,207],"intensity,":[73],"allows":[75,165,201],"wider":[77],"range":[78],"editing":[81,101,153],"than":[82,196],"current":[83,215],"approaches":[84],"by":[85,102],"utilizing":[86],"scale-variance":[88],"convolutional":[90],"neural":[91,155],"networks.":[92],"Furthermore,":[93],"introduce":[95],"network-agnostic":[97],"approach":[98,200],"for":[99,151],"style-element":[100],"applying":[103],"reversible":[104],"input":[105],"transformations":[106],"can":[108,119,125],"adjust":[109],"strokes":[110],"stylized":[113],"output.":[114],"At":[115],"this,":[116],"be":[120,126],"adjusted,":[121],"warping-based":[123],"effects":[124],"applied":[127],"stylistic":[129],"elements,":[130],"such":[131],"swirls":[133],"waves.":[135],"demonstrate":[137],"real-world":[139],"applicability":[140],"our":[142],"approach,":[143],"present":[145],"StyleTune":[146],",":[147],"mobile":[149],"app":[150,164],"transfers":[157],"at":[158],"multiple":[159],"levels":[160],"control.":[162],"Our":[163,199],"adjustments":[167],"on":[168],"global":[170],"local":[172],"level.":[173],"It":[174],"furthermore":[175],"implements":[176],"on-device":[178],"patch-based":[179],"upsampling":[180],"step":[181],"users":[184,202],"achieve":[186,208],"results":[187,209],"with":[188,214],"high":[189],"output":[190],"fidelity":[191],"resolutions":[193],"more":[195],"20":[197],"megapixels.":[198],"art-direct":[204],"their":[205],"creations":[206],"not":[212],"possible":[213],"applications.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
