{"id":"https://openalex.org/W3048453452","doi":"https://doi.org/10.1109/access.2020.3015656","title":"A Realistic Image Generation of Face From Text Description Using the Fully Trained Generative Adversarial Networks","display_name":"A Realistic Image Generation of Face From Text Description Using the Fully Trained Generative Adversarial Networks","publication_year":2020,"publication_date":"2020-08-10","ids":{"openalex":"https://openalex.org/W3048453452","doi":"https://doi.org/10.1109/access.2020.3015656","mag":"3048453452"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3015656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3015656","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09163356.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09163356.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084350939","display_name":"Muhammad Zeeshan Khan","orcid":"https://orcid.org/0000-0002-7905-3345"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Muhammad Zeeshan Khan","raw_affiliation_strings":["Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan","Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102417303","display_name":"Saira Jabeen","orcid":null},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Saira Jabeen","raw_affiliation_strings":["Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007976764","display_name":"Muhammad Usman Ghani Khan","orcid":"https://orcid.org/0000-0001-6733-2569"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Usman Ghani Khan","raw_affiliation_strings":["Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan","Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alkhawarizmi Institute of Computer Sciences, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018549351","display_name":"Tanzila Saba","orcid":"https://orcid.org/0000-0003-3138-3801"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Tanzila Saba","raw_affiliation_strings":["Artificial Intelligence and Data Analytics Lab, CCIS Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3138-3801","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Data Analytics Lab, CCIS Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087340762","display_name":"Asim Rehmat","orcid":null},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Asim Rehmat","raw_affiliation_strings":["Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, UET Lahore, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062125413","display_name":"Amjad Rehman","orcid":"https://orcid.org/0000-0002-3817-2655"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amjad Rehman","raw_affiliation_strings":["Artificial Intelligence and Data Analytics Lab, CCIS Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3817-2655","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Data Analytics Lab, CCIS Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088139460","display_name":"Usman Tariq","orcid":"https://orcid.org/0000-0001-7672-1187"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"education","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Usman Tariq","raw_affiliation_strings":["College of Computer Engineering and Science, Prince Sattam bin Abdulaziz University, Alkharj, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-7672-1187","affiliations":[{"raw_affiliation_string":"College of Computer Engineering and Science, Prince Sattam bin Abdulaziz University, Alkharj, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5084350939"],"corresponding_institution_ids":["https://openalex.org/I142732210"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.5112,"has_fulltext":true,"cited_by_count":74,"citation_normalized_percentile":{"value":0.95815047,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":null,"first_page":"1250","last_page":"1260"},"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":0.9998000264167786,"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":0.9998000264167786,"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/T11448","display_name":"Face recognition and analysis","score":0.9980999827384949,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9787999987602234,"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":0.8541853427886963},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.704802393913269},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7011604309082031},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6639918088912964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6302136182785034},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6218111515045166},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5876845121383667},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5814414024353027},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5484578609466553},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4532793462276459},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.4337818920612335},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06082537770271301}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8541853427886963},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.704802393913269},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7011604309082031},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6639918088912964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6302136182785034},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6218111515045166},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5876845121383667},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5814414024353027},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5484578609466553},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4532793462276459},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.4337818920612335},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06082537770271301},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3015656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3015656","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09163356.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:25fed9cd1ed44be0bc9d6c1bf9f36dba","is_oa":true,"landing_page_url":"https://doaj.org/article/25fed9cd1ed44be0bc9d6c1bf9f36dba","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 1250-1260 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3015656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3015656","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09163356.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6200000047683716}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327702","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3048453452.pdf","grobid_xml":"https://content.openalex.org/works/W3048453452.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1691728462","https://openalex.org/W1782590233","https://openalex.org/W1797268635","https://openalex.org/W1834627138","https://openalex.org/W1861492603","https://openalex.org/W1959608418","https://openalex.org/W2096733369","https://openalex.org/W2099471712","https://openalex.org/W2125389028","https://openalex.org/W2173520492","https://openalex.org/W2183341477","https://openalex.org/W2405756170","https://openalex.org/W2423557781","https://openalex.org/W2511996800","https://openalex.org/W2515770085","https://openalex.org/W2530372461","https://openalex.org/W2533598788","https://openalex.org/W2737047298","https://openalex.org/W2781490755","https://openalex.org/W2788768663","https://openalex.org/W2792829392","https://openalex.org/W2794317666","https://openalex.org/W2949999304","https://openalex.org/W2962845008","https://openalex.org/W2963163163","https://openalex.org/W2963413689","https://openalex.org/W2963636093","https://openalex.org/W2963684088","https://openalex.org/W2963800363","https://openalex.org/W2963966654","https://openalex.org/W2963981733","https://openalex.org/W2964024144","https://openalex.org/W2964216930","https://openalex.org/W2964313012","https://openalex.org/W2964337551","https://openalex.org/W2964339532","https://openalex.org/W3043547428","https://openalex.org/W3099206234","https://openalex.org/W4288373671","https://openalex.org/W4298392829","https://openalex.org/W4300838842","https://openalex.org/W4301206121","https://openalex.org/W4320013936","https://openalex.org/W6637412569","https://openalex.org/W6638046521","https://openalex.org/W6638319203","https://openalex.org/W6639102338","https://openalex.org/W6640963894","https://openalex.org/W6678815747","https://openalex.org/W6685352114","https://openalex.org/W6713645886","https://openalex.org/W6725733841","https://openalex.org/W6728889164","https://openalex.org/W6747417394","https://openalex.org/W6748596569","https://openalex.org/W6750104361","https://openalex.org/W6761334033","https://openalex.org/W6765779288"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2888032422","https://openalex.org/W2996316059","https://openalex.org/W4385421777","https://openalex.org/W4377980832","https://openalex.org/W2897769091","https://openalex.org/W2845413374","https://openalex.org/W3005996785","https://openalex.org/W4297411772","https://openalex.org/W4235873501"],"abstract_inverted_index":{"Text":[0],"to":[1,9,34,46,58,81,97,114,137,146,153,174,219],"face":[2,47,59,216],"generation":[3,48,60],"is":[4,49,63,152],"a":[5,14,108],"sub-domain":[6],"of":[7,26,37,53,86,160,182],"text":[8,45,57,76,125],"image":[10,100,131],"synthesis.":[11],"It":[12],"has":[13,78,169,185],"huge":[15],"impact":[16],"on":[17,43,65],"new":[18],"research":[19,40,104],"areas":[20],"along":[21],"with":[22],"the":[23,29,35,39,44,54,66,74,83,87,99,124,130,134,147,155,158,201,205,215,220],"wide":[24],"range":[25],"applications":[27],"in":[28,72],"public":[30],"safety":[31],"domain.":[32],"Due":[33],"lack":[36],"dataset,":[38],"work":[41,55,122],"focused":[42],"very":[50],"limited.":[51],"Most":[52],"for":[56],"until":[61],"now":[62],"based":[64],"partially":[67],"trained":[68,110,123,192],"generative":[69,111],"adversarial":[70,112],"networks,":[71],"which":[73],"pre-trained":[75],"encoder":[77,126],"been":[79,95,171,186],"used":[80],"extract":[82],"semantic":[84,92],"features":[85,93],"input":[88,202],"sentence.":[89,203],"Later,":[90],"these":[91],"have":[94,208],"utilized":[96],"train":[98],"decoder.":[101],"In":[102,144],"this":[103],"work,":[105],"we":[106],"propose":[107],"fully":[109,191],"network":[113],"generate":[115,138,154],"realistic":[116],"and":[117,141,163],"natural":[118],"images.":[119],"The":[120,167],"proposed":[121,148,190],"as":[127,129],"well":[128],"decoder":[132],"at":[133],"same":[135],"time":[136],"more":[139],"accurate":[140],"efficient":[142],"results.":[143],"addition":[145],"methodology,":[149],"another":[150],"contribution":[151],"dataset":[156,168],"by":[157,195,200,213],"amalgamation":[159],"LFW,":[161],"CelebA":[162],"locally":[164],"prepared":[165],"dataset.":[166],"also":[170,209],"labeled":[172],"according":[173,218],"our":[175,189,211],"defined":[176],"classes.":[177],"Through":[178],"performing":[179],"different":[180],"kinds":[181],"experiments,":[183],"it":[184],"proved":[187],"that":[188],"GAN":[193],"outperformed":[194],"generating":[196,214],"good":[197],"quality":[198],"images":[199,217],"Moreover,":[204],"visual":[206],"results":[207],"strengthened":[210],"experiments":[212],"given":[221],"query.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":13}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
