{"id":"https://openalex.org/W4395054571","doi":"https://doi.org/10.1109/percomworkshops59983.2024.10503351","title":"Closing the Gap in Human Behavior Analysis: A Pipeline for Synthesizing Trimodal Data","display_name":"Closing the Gap in Human Behavior Analysis: A Pipeline for Synthesizing Trimodal Data","publication_year":2024,"publication_date":"2024-03-11","ids":{"openalex":"https://openalex.org/W4395054571","doi":"https://doi.org/10.1109/percomworkshops59983.2024.10503351"},"language":"en","primary_location":{"id":"doi:10.1109/percomworkshops59983.2024.10503351","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/percomworkshops59983.2024.10503351","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","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/A5034063271","display_name":"Christian Stippel","orcid":"https://orcid.org/0000-0003-0482-902X"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Christian Stippel","raw_affiliation_strings":["Computer Vision Lab, TU Wien,Vienna,Austria","Computer Vision Lab, TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Computer Vision Lab, TU Wien,Vienna,Austria","institution_ids":["https://openalex.org/I145847075"]},{"raw_affiliation_string":"Computer Vision Lab, TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048785951","display_name":"Thomas Heitzinger","orcid":"https://orcid.org/0000-0002-3129-5054"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Thomas Heitzinger","raw_affiliation_strings":["Computer Vision Lab, TU Wien,Vienna,Austria","Computer Vision Lab, TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Computer Vision Lab, TU Wien,Vienna,Austria","institution_ids":["https://openalex.org/I145847075"]},{"raw_affiliation_string":"Computer Vision Lab, TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093818811","display_name":"Rafael Sterzinger","orcid":"https://orcid.org/0009-0001-0029-8463"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Rafael Sterzinger","raw_affiliation_strings":["Computer Vision Lab, TU Wien,Vienna,Austria","Computer Vision Lab, TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Computer Vision Lab, TU Wien,Vienna,Austria","institution_ids":["https://openalex.org/I145847075"]},{"raw_affiliation_string":"Computer Vision Lab, TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081324708","display_name":"Martin Kampel","orcid":"https://orcid.org/0000-0002-5217-2854"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Martin Kampel","raw_affiliation_strings":["Computer Vision Lab, TU Wien,Vienna,Austria","Computer Vision Lab, TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Computer Vision Lab, TU Wien,Vienna,Austria","institution_ids":["https://openalex.org/I145847075"]},{"raw_affiliation_string":"Computer Vision Lab, TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034063271"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03178552,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"793","last_page":"798"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.3010999858379364,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.3010999858379364,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/closing","display_name":"Closing (real estate)","score":0.8280115723609924},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6336348056793213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5550755858421326},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11618489027023315},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09467637538909912}],"concepts":[{"id":"https://openalex.org/C2778775528","wikidata":"https://www.wikidata.org/wiki/Q5135432","display_name":"Closing (real estate)","level":2,"score":0.8280115723609924},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6336348056793213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5550755858421326},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11618489027023315},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09467637538909912},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/percomworkshops59983.2024.10503351","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/percomworkshops59983.2024.10503351","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1861492603","https://openalex.org/W1901129140","https://openalex.org/W1910108985","https://openalex.org/W1923184257","https://openalex.org/W2031489346","https://openalex.org/W2117539524","https://openalex.org/W2120339771","https://openalex.org/W2150066425","https://openalex.org/W2183341477","https://openalex.org/W2955639361","https://openalex.org/W2963073614","https://openalex.org/W2963616706","https://openalex.org/W3081167590","https://openalex.org/W3160576775","https://openalex.org/W3180717887","https://openalex.org/W4297676427","https://openalex.org/W4301206121","https://openalex.org/W4386071707","https://openalex.org/W4390874575","https://openalex.org/W4392552291","https://openalex.org/W6762718338","https://openalex.org/W6765779288","https://openalex.org/W6843239693","https://openalex.org/W6881139596"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2116422677","https://openalex.org/W2517007886","https://openalex.org/W2383994331","https://openalex.org/W1522019333","https://openalex.org/W278047738","https://openalex.org/W2076369646","https://openalex.org/W2373884197","https://openalex.org/W4244817184"],"abstract_inverted_index":{"In":[0],"pervasive":[1],"machine":[2],"learning,":[3],"especially":[4],"in":[5],"Human":[6],"Behavior":[7],"Analysis":[8],"(HBA),":[9],"RGB":[10,110,134],"has":[11],"been":[12],"the":[13],"primary":[14],"modality":[15],"due":[16],"to":[17,33,41,46,48,152],"its":[18,27],"accessibility":[19],"and":[20,36,97,115,129],"richness":[21],"of":[22],"information.":[23],"However,":[24],"linked":[25],"with":[26,113,157],"benefits":[28],"are":[29,119],"challenges,":[30],"including":[31],"sensitivity":[32],"lighting":[34],"conditions":[35],"privacy":[37],"concerns.":[38],"One":[39],"possibility":[40],"overcome":[42],"these":[43,78,123],"vulnerabilities":[44],"is":[45,54],"resort":[47],"different":[49],"modalities.":[50],"For":[51],"instance,":[52],"thermal":[53,114,130],"particularly":[55],"adept":[56],"at":[57],"accentuating":[58],"human":[59,105],"forms,":[60],"while":[61],"depth":[62,116,128],"adds":[63],"crucial":[64],"contextual":[65],"layers.":[66],"Despite":[67],"their":[68],"known":[69],"benefits,":[70],"only":[71],"a":[72,87],"few":[73],"HBA-specific":[74],"datasets":[75],"that":[76,118,148],"integrate":[77],"modalities":[79],"exist.To":[80],"address":[81],"this":[82,142],"shortage,":[83],"our":[84],"research":[85],"introduces":[86],"novel":[88],"generative":[89],"technique":[90,102],"for":[91,155],"creating":[92],"trimodal,":[93],"i.e.,":[94],"RGB,":[95],"thermal,":[96],"depth,":[98],"human-focused":[99],"datasets.":[100],"This":[101],"capitalizes":[103],"on":[104],"segmentation":[106],"masks":[107],"derived":[108],"from":[109,132],"images,":[111],"combined":[112],"backgrounds":[117],"sourced":[120],"automatically.":[121],"With":[122],"two":[124],"ingredients,":[125],"we":[126,144],"synthesize":[127],"counterparts":[131],"existing":[133],"data":[135,147],"utilizing":[136],"conditional":[137],"image-to-image":[138],"translation.":[139],"By":[140],"employing":[141],"approach,":[143],"generate":[145],"trimodal":[146],"can":[149],"be":[150],"leveraged":[151],"train":[153],"models":[154],"settings":[156],"limited":[158],"data,":[159],"bad":[160],"lightning":[161],"conditions,":[162],"or":[163],"privacy-sensitive":[164],"areas.":[165]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}