{"id":"https://openalex.org/W4412403861","doi":"https://doi.org/10.1109/access.2025.3588542","title":"SVPDSA: Selective View Perception Data Synthesis With Annotations Using Lightweight Diffusion Network","display_name":"SVPDSA: Selective View Perception Data Synthesis With Annotations Using Lightweight Diffusion Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412403861","doi":"https://doi.org/10.1109/access.2025.3588542"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3588542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3588542","pdf_url":null,"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://doi.org/10.1109/access.2025.3588542","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061441269","display_name":"S Raghavendra","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Raghavendra","raw_affiliation_strings":["Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":"https://orcid.org/0000-0003-2733-3916","affiliations":[{"raw_affiliation_string":"Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109527728","display_name":"Vijayalakshmi","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vijayalakshmi","raw_affiliation_strings":["Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":"https://orcid.org/0009-0007-5619-3779","affiliations":[{"raw_affiliation_string":"Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118979602","display_name":"Vainidhi","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vainidhi","raw_affiliation_strings":["Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010573887","display_name":"S. K. Abhilash","orcid":"https://orcid.org/0000-0002-1119-4782"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. K. Abhilash","raw_affiliation_strings":["KPIT Technologies, Bengaluru, India"],"raw_orcid":"https://orcid.org/0000-0002-1119-4782","affiliations":[{"raw_affiliation_string":"KPIT Technologies, Bengaluru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008205311","display_name":"Venu Madhav Nookala","orcid":"https://orcid.org/0000-0002-0078-5050"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Venu Madhav Nookala","raw_affiliation_strings":["KPIT Technologies, Bengaluru, India"],"raw_orcid":"https://orcid.org/0000-0002-0078-5050","affiliations":[{"raw_affiliation_string":"KPIT Technologies, Bengaluru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101088252","display_name":"Parveen Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"P. V. Arun Kumar","raw_affiliation_strings":["KPIT Technologies, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KPIT Technologies, Bengaluru, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029107828","display_name":"Ramyashree Ramyashree","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramyashree","raw_affiliation_strings":["Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":"https://orcid.org/0000-0002-0237-2444","affiliations":[{"raw_affiliation_string":"Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061441269"],"corresponding_institution_ids":["https://openalex.org/I164861460"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13646174,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"124051","last_page":"124067"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9961000084877014,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9961000084877014,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9836999773979187,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9768999814987183,"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":0.773756742477417},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6808446049690247},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5606985688209534}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.773756742477417},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6808446049690247},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5606985688209534},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3588542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3588542","pdf_url":null,"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:d05d719fd2f341a199d8b3788d4c9dac","is_oa":true,"landing_page_url":"https://doaj.org/article/d05d719fd2f341a199d8b3788d4c9dac","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 13, Pp 124051-124067 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3588542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3588542","pdf_url":null,"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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2948978827","https://openalex.org/W3167788848","https://openalex.org/W4312420092","https://openalex.org/W4312815172","https://openalex.org/W4312933868","https://openalex.org/W4313186194","https://openalex.org/W4321608576","https://openalex.org/W4385777599","https://openalex.org/W4385801275","https://openalex.org/W4386065704","https://openalex.org/W4386075819","https://openalex.org/W4390873429","https://openalex.org/W4390874575","https://openalex.org/W4402299954","https://openalex.org/W4402817070","https://openalex.org/W4403887283","https://openalex.org/W6779823529","https://openalex.org/W6795288823","https://openalex.org/W6838452192","https://openalex.org/W6838639034","https://openalex.org/W6855239411","https://openalex.org/W6856704025","https://openalex.org/W6865188939"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,60,94,113,125],"generation":[1,45,282],"of":[2,24,106,146,196,233],"high-quality":[3,122,255],"annotated":[4,200],"image":[5,137],"datasets":[6,149],"with":[7,102,121,235,239,257],"low":[8],"computational":[9],"cost":[10],"and":[11,31,50,57,72,134,168,180,217,226,237,246],"automated":[12],"labeling":[13,23],"is":[14,27,96,161],"essential":[15],"for":[16,90,98,155,172,285],"advancing":[17],"computer":[18],"vision":[19],"systems.":[20],"However,":[21],"manual":[22],"real":[25,244,259],"images":[26,120,245],"often":[28],"labor":[29],"intensive":[30],"expensive.":[32],"To":[33],"overcome":[34],"these":[35],"challenges,":[36],"proposed":[37,114,126,263],"a":[38,42,103,129,152,230,272],"model":[39,46,61,95,115,133],"named":[40],"SVPDSA,":[41],"generic":[43],"dataset":[44,206],"that":[47,208],"incorporates":[48],"residual":[49],"attention":[51],"block":[52],"pruning,":[53],"reduced":[54],"sampling":[55],"steps,":[56],"network":[58],"quantization.":[59],"comprises":[62],"two":[63],"main":[64],"training":[65,287],"phases:":[66],"Refined":[67],"LDM((Latent":[68],"Diffusion":[69],"Model)":[70],"retraining":[71],"P-Decoder(Perception":[73],"decoder)":[74],"training.":[75],"A":[76,158],"compressed":[77],"Unet-based":[78],"diffusion":[79,132],"model,":[80],"pre-trained":[81],"on":[82,203,265],"the":[83,88,144,147,184,194,204,262],"LAION-5B":[84],"dataset,":[85],"serves":[86],"as":[87,175],"foundation":[89],"efficient":[91],"text-to-image":[92],"synthesis.":[93],"trained":[97,131],"approximately":[99],"50,000":[100],"iterations":[101],"learning":[104],"rate":[105],"0.0001,":[107],"ensuring":[108,143],"lightweight":[109,130],"yet":[110],"effective":[111],"generation.":[112,157],"efficiently":[116],"generates":[117],"diverse":[118],"synthetic":[119,248],"perception":[123,140],"annotations.":[124],"approach":[127],"utilizes":[128],"extends":[135],"text-guided":[136],"synthesis":[138],"to":[139,163],"data":[141,281],"generation,":[142],"quality":[145],"generated":[148],"while":[150],"offering":[151],"flexible":[153],"solution":[154],"label":[156],"decoder":[159,185],"module":[160],"introduced":[162],"expand":[164],"latent":[165],"code":[166],"features":[167],"generate":[169],"labeled":[170,191],"annotations":[171,256],"tasks":[173],"such":[174],"semantic":[176],"segmentation,":[177,179],"instance":[178],"depth":[181],"estimation.":[182],"Training":[183],"requires":[186],"fewer":[187],"than":[188,271],"100":[189],"manually":[190],"images,":[192],"enabling":[193],"creation":[195],"an":[197],"infinitely":[198],"large":[199],"dataset.":[201],"Evaluation":[202],"Cityscapes":[205],"demonstrates":[207],"SVPDSA":[209],"matches":[210],"or":[211],"surpasses":[212],"existing":[213],"methods":[214],"like":[215],"Mask2Former":[216],"DatasetDM":[218],"in":[219,253,269],"key":[220],"object":[221],"classes,":[222],"including":[223],"cars,":[224],"buses,":[225],"bicycles.":[227],"It":[228],"achieves":[229],"mean":[231],"IoU":[232],"42.7":[234],"ResNet-50":[236],"41.4":[238],"Swin-B":[240],"using":[241],"only":[242],"9":[243],"38k":[247],"samples,":[249],"showcasing":[250],"its":[251],"efficiency":[252],"generating":[254],"minimal":[258],"data.":[260],"Deploying":[261],"models":[264],"edge":[266],"devices":[267],"results":[268],"less":[270],"5-second":[273],"inference":[274],"time.This":[275],"research":[276],"contributes":[277],"toward":[278],"building":[279],"resource-efficient":[280],"systems":[283],"suitable":[284],"constrained":[286],"environments.":[288]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}