{"id":"https://openalex.org/W4416477351","doi":"https://doi.org/10.1145/3680207.3765266","title":"DD-LIVM: Pioneering Cross-Domain Photovoltaic Defect Detection Using Large Infrared-Visible Model","display_name":"DD-LIVM: Pioneering Cross-Domain Photovoltaic Defect Detection Using Large Infrared-Visible Model","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4416477351","doi":"https://doi.org/10.1145/3680207.3765266"},"language":"en","primary_location":{"id":"doi:10.1145/3680207.3765266","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3680207.3765266","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st Annual International Conference on Mobile Computing and Networking","raw_type":"proceedings-article"},"type":"conference-paper","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/A5115603712","display_name":"Yinan Zhu","orcid":"https://orcid.org/0009-0009-8304-0844"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yinan Zhu","raw_affiliation_strings":["HKUST, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0009-8304-0844","affiliations":[{"raw_affiliation_string":"HKUST, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101986288","display_name":"Meng Xue","orcid":"https://orcid.org/0000-0003-4745-6526"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Meng Xue","raw_affiliation_strings":["HKUST, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4745-6526","affiliations":[{"raw_affiliation_string":"HKUST, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066850435","display_name":"Haiyan Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Haiyan Hu","raw_affiliation_strings":["HKUST, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4862-5619","affiliations":[{"raw_affiliation_string":"HKUST, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100438397","display_name":"Cong Zhang","orcid":"https://orcid.org/0000-0002-9439-6725"},"institutions":[{"id":"https://openalex.org/I4210145386","display_name":"National Intelligence University","ror":"https://ror.org/049sfwc36","country_code":"US","type":"education","lineage":["https://openalex.org/I4210145386"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cong Zhang","raw_affiliation_strings":["Jiangxing Intelligence Inc., Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-9439-6725","affiliations":[{"raw_affiliation_string":"Jiangxing Intelligence Inc., Shenzhen, China","institution_ids":["https://openalex.org/I4210145386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008437864","display_name":"Xiaoyi Fan","orcid":"https://orcid.org/0000-0002-1706-5957"},"institutions":[{"id":"https://openalex.org/I4210145386","display_name":"National Intelligence University","ror":"https://ror.org/049sfwc36","country_code":"US","type":"education","lineage":["https://openalex.org/I4210145386"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyi Fan","raw_affiliation_strings":["Jiangxing Intelligence Inc., Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-1706-5957","affiliations":[{"raw_affiliation_string":"Jiangxing Intelligence Inc., Shenzhen, China","institution_ids":["https://openalex.org/I4210145386"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114378267","display_name":"Qian Zhang","orcid":"https://orcid.org/0000-0001-9205-1881"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qian Zhang","raw_affiliation_strings":["HKUST, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-9205-1881","affiliations":[{"raw_affiliation_string":"HKUST, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1091","last_page":"1105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.7089999914169312,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.7089999914169312,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.07109999656677246,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.065700002014637,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/feature","display_name":"Feature (linguistics)","score":0.6615999937057495},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.6294999718666077},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5694000124931335},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5591999888420105},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.5192999839782715},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47279998660087585},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.46799999475479126},{"id":"https://openalex.org/keywords/infrared","display_name":"Infrared","score":0.4607999920845032},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.43880000710487366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6783999800682068},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6615999937057495},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.6294999718666077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6241999864578247},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5694000124931335},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5591999888420105},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.5192999839782715},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49219998717308044},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47279998660087585},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.46799999475479126},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.4607999920845032},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.43880000710487366},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.38769999146461487},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.3725999891757965},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.36959999799728394},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.3400999903678894},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C2777701342","wikidata":"https://www.wikidata.org/wiki/Q16948273","display_name":"Visible Infrared Imaging Radiometer Suite","level":3,"score":0.3073999881744385},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.30480000376701355},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.28850001096725464},{"id":"https://openalex.org/C126422989","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature detection (computer vision)","level":4,"score":0.27649998664855957},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25870001316070557},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.25220000743865967},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3680207.3765266","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3680207.3765266","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st Annual International Conference on Mobile Computing and Networking","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-167326","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-167326","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2115763357","https://openalex.org/W2565639579","https://openalex.org/W2956971290","https://openalex.org/W2963150697","https://openalex.org/W2970924744","https://openalex.org/W2980684393","https://openalex.org/W2982770724","https://openalex.org/W2996878574","https://openalex.org/W3154872378","https://openalex.org/W4220830549","https://openalex.org/W4320525814","https://openalex.org/W4388922838","https://openalex.org/W4389469355","https://openalex.org/W4390874575","https://openalex.org/W4393148824","https://openalex.org/W4399929508","https://openalex.org/W4400035808","https://openalex.org/W4401745034","https://openalex.org/W4402754155","https://openalex.org/W4402754181","https://openalex.org/W4402776403","https://openalex.org/W4403406103","https://openalex.org/W4405299133","https://openalex.org/W7103748696"],"related_works":[],"abstract_inverted_index":{"Photovoltaic":[0],"(PV)":[1],"defect":[2,27,71,95,139,150,233],"detection":[3,33,194],"is":[4],"crucial":[5],"for":[6,26,138,159,169,181,231],"preventing":[7],"power":[8],"efficiency":[9],"loss":[10],"and":[11,23,29,50,63,118,123,130,142,164,187,192],"fire":[12],"hazards.":[13],"The":[14,97],"industry":[15],"primarily":[16],"relies":[17],"on":[18,199,210],"the":[19,75,86,121,160,206],"fusion":[20,117],"of":[21,79,100,162,172,229],"infrared":[22,49,122,201],"visible":[24,124],"images":[25,183,213],"localization":[28,140],"diagnosis.":[30],"However,":[31],"current":[32],"methods":[34,237],"exhibit":[35],"poor":[36],"generalizability":[37,67],"in":[38,103],"new":[39],"site":[40],"environments":[41],"or":[42],"with":[43,145],"altered":[44],"imaging":[45],"setups.":[46],"While":[47],"recent":[48],"vision":[51],"foundation":[52],"models":[53],"(FM)":[54],"facilitate":[55],"domain-invariant":[56],"feature":[57,116,146,166],"maps":[58],"extraction,":[59],"directly":[60],"concatenating":[61],"them":[62],"fine-tuning":[64,107],"achieves":[65,226],"limited":[66],"gain":[68],"to":[69,74,92,115,132,203],"PV":[70,221],"detection,":[72,234],"due":[73],"asymmetric":[76],"dual-modal":[77,185,212],"semantics":[78],"defects.":[80],"In":[81],"this":[82],"paper,":[83],"we":[84,174],"present":[85],"first":[87],"large":[88],"infrared-visible":[89,182],"model":[90],"DD-LIVM":[91,101,225],"enable":[93],"cross-domain":[94,232],"detection.":[96],"key":[98],"innovation":[99],"lies":[102],"its":[104],"defect-specific":[105,165],"three-step":[106],"strategy,":[108],"which":[109],"utilizes":[110],"alternating":[111],"modality":[112],"masking.":[113],"Prior":[114],"joint":[119],"fine-tuning,":[120],"FM":[125],"encoders":[126],"are":[127],"alternately":[128],"masked":[129],"optimized":[131],"enhance":[133,205],"their":[134],"individual":[135],"semantic":[136],"utility":[137],"visibility":[141],"classification":[143],"granularity,":[144],"distances":[147],"among":[148],"different":[149],"types":[151],"regulated":[152],"through":[153],"contrastive":[154],"learning.":[155],"This":[156],"approach":[157],"allows":[158],"extraction":[161],"generalizable":[163],"maps.":[167],"Moreover,":[168],"practical":[170],"employment":[171],"DD-LIVM,":[173],"propose":[175],"a":[176],"domain-agnostic":[177],"spatial":[178],"alignment":[179],"algorithm":[180],"before":[184],"fusion,":[186],"develop":[188],"source":[189],"data":[190],"augmentation":[191],"adaptive":[193],"head":[195],"selection":[196],"schemes":[197],"based":[198],"defects'":[200],"characteristics":[202],"further":[204],"generalizability.":[207],"Extensive":[208],"experiments":[209],"7,078":[211],"from":[214],"9":[215],"real-world":[216],"scenarios":[217],"across":[218],"4":[219],"cities'":[220],"stations":[222],"demonstrate":[223],"that":[224],"an":[227],"accuracy":[228],"87.7%":[230],"surpassing":[235],"state-of-the-art":[236],"by":[238],"17.3%.":[239]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-23T00:00:00"}