{"id":"https://openalex.org/W4410086685","doi":"https://doi.org/10.1109/tvcg.2025.3567053","title":"Human-Guided Image Generation for Expanding Small-Scale Training Image Datasets","display_name":"Human-Guided Image Generation for Expanding Small-Scale Training Image Datasets","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4410086685","doi":"https://doi.org/10.1109/tvcg.2025.3567053","pmid":"https://pubmed.ncbi.nlm.nih.gov/40323760"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2025.3567053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3567053","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5102830163","display_name":"Changjian Chen","orcid":"https://orcid.org/0000-0001-5085-7836"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjian Chen","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101950263","display_name":"Fei Lv","orcid":"https://orcid.org/0000-0002-6219-9946"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Lv","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yalong Guan","orcid":null},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yalong Guan","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441275","display_name":"Pengcheng Wang","orcid":"https://orcid.org/0000-0002-0241-1888"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Wang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119032617","display_name":"Shengjie Yu","orcid":"https://orcid.org/0009-0001-5634-0763"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengjie Yu","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376931","display_name":"Yifan Zhang","orcid":"https://orcid.org/0000-0002-2125-1074"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yifan Zhang","raw_affiliation_strings":["National University of Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-2125-1074","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008574161","display_name":"Zhuo Tang","orcid":"https://orcid.org/0000-0001-9081-8153"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Tang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","College of Computer Science and Electronic Engineering, Hunan University, China"],"raw_orcid":"https://orcid.org/0000-0001-9081-8153","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.0627,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.96513491,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"31","issue":"6","first_page":"3809","last_page":"3821"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7494000196456909,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7494000196456909,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.6783999800682068,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.6771000027656555,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7737128734588623},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6054295897483826},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5642072558403015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5199790596961975},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5142878890037537},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5081577301025391},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5008578300476074},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.43561404943466187},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3819611072540283},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33196982741355896},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.07218965888023376}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7737128734588623},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6054295897483826},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5642072558403015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5199790596961975},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5142878890037537},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5081577301025391},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5008578300476074},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.43561404943466187},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3819611072540283},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33196982741355896},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.07218965888023376},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2025.3567053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3567053","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:40323760","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40323760","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1601144937","display_name":null,"funder_award_id":"62402167","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2744607400","display_name":null,"funder_award_id":"62225205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8583758428","display_name":null,"funder_award_id":"92055213","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329791","display_name":"Shenzhen Fundamental Research Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1893905004","https://openalex.org/W1977295328","https://openalex.org/W2007241592","https://openalex.org/W2037133710","https://openalex.org/W2087347434","https://openalex.org/W2089468765","https://openalex.org/W2122892819","https://openalex.org/W2141569821","https://openalex.org/W2143017621","https://openalex.org/W2161581092","https://openalex.org/W2194775991","https://openalex.org/W2343061342","https://openalex.org/W2399495295","https://openalex.org/W2590401502","https://openalex.org/W2803808737","https://openalex.org/W2889326414","https://openalex.org/W2904982178","https://openalex.org/W2945042120","https://openalex.org/W2965024236","https://openalex.org/W2972458663","https://openalex.org/W3005984470","https://openalex.org/W3080359291","https://openalex.org/W3094617751","https://openalex.org/W3164124914","https://openalex.org/W3202567403","https://openalex.org/W3204925778","https://openalex.org/W3216958961","https://openalex.org/W4200283487","https://openalex.org/W4205380271","https://openalex.org/W4281956361","https://openalex.org/W4297460532","https://openalex.org/W4297461125","https://openalex.org/W4312933868","https://openalex.org/W4321472415","https://openalex.org/W4385774603","https://openalex.org/W4387801427","https://openalex.org/W4387885653","https://openalex.org/W4387885961","https://openalex.org/W4387934929","https://openalex.org/W4387966490","https://openalex.org/W4392251767","https://openalex.org/W4392619076","https://openalex.org/W4393154248","https://openalex.org/W4394805156","https://openalex.org/W4394841762","https://openalex.org/W4396568157","https://openalex.org/W4399310710","https://openalex.org/W4402351708","https://openalex.org/W4402727293","https://openalex.org/W4403071612","https://openalex.org/W4403488738","https://openalex.org/W6731874217","https://openalex.org/W6765779288","https://openalex.org/W6791353385","https://openalex.org/W6797119129","https://openalex.org/W6841502882","https://openalex.org/W6846895747","https://openalex.org/W6850312524","https://openalex.org/W6852392363","https://openalex.org/W6856662745","https://openalex.org/W6858946392","https://openalex.org/W6862793993"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2068608913","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3124914020","https://openalex.org/W3216976533","https://openalex.org/W4394050964","https://openalex.org/W2551249631"],"abstract_inverted_index":{"The":[0,148],"performance":[1,166],"of":[2,20,55,87,150,159],"computer":[3],"vision":[4],"models":[5,28],"in":[6,51,167],"certain":[7],"real-world":[8],"applications":[9],"(e.g.,":[10,139],"rare":[11],"wildlife":[12],"observation)":[13],"is":[14,29,43,113,153],"limited":[15,50],"by":[16],"the":[17,39,45,85,89,96,100,111,156,160,168,182],"small":[18],"number":[19],"available":[21],"images.":[22,93],"Expanding":[23],"datasets":[24],"using":[25],"pre-trained":[26],"generative":[27],"an":[30],"effective":[31],"way":[32],"to":[33,83,125,135,144],"address":[34],"this":[35,60,130],"limitation.":[36],"However,":[37],"since":[38],"automatic":[40],"generation":[41,67],"process":[42],"uncontrollable,":[44],"generated":[46,92],"images":[47,104],"are":[48,57,142],"usually":[49],"diversity,":[52],"and":[53,91,102,174,178],"some":[54],"them":[56],"undesired.":[58],"In":[59],"paper,":[61],"we":[62,118],"propose":[63],"a":[64,76,120],"human-guided":[65],"image":[66],"method":[68,79,124,152],"for":[69,105,115,171],"more":[70],"controllable":[71],"dataset":[72],"expansion.":[73],"We":[74],"develop":[75,119],"multi-modal":[77,161],"projection":[78,162],"with":[80],"theoretical":[81],"guarantees":[82],"facilitate":[84],"exploration":[86],"both":[88,172],"original":[90],"Based":[94],"on":[95],"exploration,":[97],"users":[98,132],"refine":[99],"prompts":[101,112],"re-generate":[103],"better":[106,146],"performance.":[107],"Since":[108],"directly":[109],"refining":[110],"challenging":[114],"novice":[116],"users,":[117],"sample-level":[121,137],"prompt":[122],"refinement":[123],"make":[126],"it":[127],"easier.":[128],"With":[129],"method,":[131,163],"only":[133],"need":[134],"provide":[136],"feedback":[138,180],"which":[140],"samples":[141],"undesired)":[143],"obtain":[145],"prompts.":[147],"effectiveness":[149],"our":[151],"demonstrated":[154],"through":[155],"quantitative":[157],"evaluation":[158],"improved":[164],"model":[165],"case":[169],"study":[170],"classification":[173],"object":[175],"detection":[176],"tasks,":[177],"positive":[179],"from":[181],"experts.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}