{"id":"https://openalex.org/W4387829426","doi":"https://doi.org/10.1109/igarss52108.2023.10281563","title":"Terrestrial Visual Dust Density Estimation Based On Deep Learning","display_name":"Terrestrial Visual Dust Density Estimation Based On Deep Learning","publication_year":2023,"publication_date":"2023-07-16","ids":{"openalex":"https://openalex.org/W4387829426","doi":"https://doi.org/10.1109/igarss52108.2023.10281563"},"language":"en","primary_location":{"id":"doi:10.1109/igarss52108.2023.10281563","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss52108.2023.10281563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","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/A5085429073","display_name":"Andreas Michel","orcid":"https://orcid.org/0009-0003-1789-9104"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Andreas Michel","raw_affiliation_strings":["System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany","Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany"],"affiliations":[{"raw_affiliation_string":"System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","institution_ids":["https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083406305","display_name":"Martin Weinmann","orcid":"https://orcid.org/0000-0002-8654-7546"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Weinmann","raw_affiliation_strings":["Karlsruhe Institute of Technology,Institute of Photogrammetry and Remote Sensing,Germany","Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology,Institute of Photogrammetry and Remote Sensing,Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002890036","display_name":"Fabian Schenkel","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Schenkel","raw_affiliation_strings":["System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany","Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany"],"affiliations":[{"raw_affiliation_string":"System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","institution_ids":["https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany","institution_ids":["https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020030789","display_name":"Thomas Gomez","orcid":"https://orcid.org/0000-0003-2017-3446"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomas Gomez","raw_affiliation_strings":["Meteodata,Chile","Meteodata, Chile"],"affiliations":[{"raw_affiliation_string":"Meteodata,Chile","institution_ids":[]},{"raw_affiliation_string":"Meteodata, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064953481","display_name":"Mark Falvey","orcid":"https://orcid.org/0000-0003-1746-0321"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mark Falvey","raw_affiliation_strings":["Meteodata,Chile","Meteodata, Chile"],"affiliations":[{"raw_affiliation_string":"Meteodata,Chile","institution_ids":[]},{"raw_affiliation_string":"Meteodata, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085818469","display_name":"Rainer Schmitz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rainer Schmitz","raw_affiliation_strings":["Meteodata,Chile","Meteodata, Chile"],"affiliations":[{"raw_affiliation_string":"Meteodata,Chile","institution_ids":[]},{"raw_affiliation_string":"Meteodata, Chile","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075370224","display_name":"Wolfgang Middelmann","orcid":"https://orcid.org/0000-0002-3507-7396"},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Middelmann","raw_affiliation_strings":["System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany"],"affiliations":[{"raw_affiliation_string":"System Technologies and Image Exploitation IOSB,Fraunhofer Institute of Optronics,Germany","institution_ids":["https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084538309","display_name":"Stefan Hinz","orcid":"https://orcid.org/0000-0002-7323-9800"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Hinz","raw_affiliation_strings":["Karlsruhe Institute of Technology,Institute of Photogrammetry and Remote Sensing,Germany","Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology,Institute of Photogrammetry and Remote Sensing,Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"Institute of Photogrammetry and Remote Sensing, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5085429073"],"corresponding_institution_ids":["https://openalex.org/I102335020","https://openalex.org/I4210111500"],"apc_list":null,"apc_paid":null,"fwci":0.6235,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.66777818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"4923","last_page":"4926"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.995199978351593,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5862941145896912},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5753753185272217},{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.5037056803703308},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5015861988067627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49370893836021423},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.48467209935188293},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4346253275871277},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2357580065727234}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5862941145896912},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5753753185272217},{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.5037056803703308},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5015861988067627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49370893836021423},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.48467209935188293},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4346253275871277},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2357580065727234}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss52108.2023.10281563","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss52108.2023.10281563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/452410","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/452410","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2101807845","https://openalex.org/W2565639579","https://openalex.org/W2908510526","https://openalex.org/W2967069910","https://openalex.org/W2980784832","https://openalex.org/W3111683847","https://openalex.org/W4213171235","https://openalex.org/W4312819733","https://openalex.org/W4319300976","https://openalex.org/W4386076493","https://openalex.org/W6757817989"],"related_works":["https://openalex.org/W4319317934","https://openalex.org/W2901265155","https://openalex.org/W2351984678","https://openalex.org/W2140032575","https://openalex.org/W2011860471","https://openalex.org/W3011451421","https://openalex.org/W2012196540","https://openalex.org/W196913356","https://openalex.org/W2963805028","https://openalex.org/W4212983513"],"abstract_inverted_index":{"Airborne":[0],"dust":[1,12,26,65,125,136,187],"has":[2],"a":[3,49,135,200],"broad":[4],"impact":[5],"from":[6,149,175],"climate":[7],"to":[8,16,98,113,146,156],"human":[9],"health.":[10],"Extensive":[11],"monitoring":[13,36],"can":[14],"lead":[15],"identifying":[17],"environmental":[18],"hazards":[19],"and":[20,32,104,141,152,179],"developing":[21],"mitigation":[22],"strategies.":[23],"However,":[24],"conventional":[25],"measuring":[27],"devices":[28],"are":[29,83],"usually":[30],"expensive":[31],"limited":[33],"for":[34,52,74,78],"the":[35,38,53,60,75,86,88,95,105,118,157,176,185,192],"of":[37,41,55,63,91,108,122,159],"spatial":[39,57],"characteristics":[40],"dust.":[42,110],"Available":[43],"RGB":[44,128],"camera":[45],"systems":[46],"might":[47],"be":[48],"potential":[50],"tool":[51],"measurement":[54],"these":[56,67,115],"characteristics,":[58],"but":[59],"automatic":[61,81],"detection":[62,82],"airborne":[64,109,124],"within":[66],"images":[68],"is":[69,134],"not":[70],"well-researched.":[71],"The":[72],"challenges":[73,116],"required":[76],"algorithm":[77],"such":[79],"an":[80],"manifold,":[84],"including":[85],"opaqueness,":[87],"wide":[89,201],"range":[90],"possible":[92],"density":[93,137],"levels,":[94],"visual":[96],"similarity":[97],"effects":[99],"like":[100],"smoke":[101],"or":[102],"clouds,":[103],"fuzzy":[106],"boundaries":[107],"In":[111],"order":[112],"face":[114],"in":[117,126,162],"underexplored":[119],"research":[120,164],"field":[121],"detecting":[123],"terrestrial":[127],"images,":[129],"we":[130,166],"propose":[131],"DeepDust.":[132],"DeepDust":[133,172,190],"estimation":[138,182],"neural":[139],"network":[140],"exploits":[142],"convolutional-based":[143],"multi-level":[144],"embeddings":[145],"merge":[147],"features":[148],"different":[150],"resolutions":[151],"semantic":[153],"levels.":[154],"Due":[155],"absence":[158],"existing":[160],"methods":[161],"our":[163,171],"field,":[165],"compare":[167],"results":[168],"achieved":[169],"by":[170,199],"with":[173],"techniques":[174],"crowd":[177],"counting":[178],"monocular":[180],"depth":[181],"domain":[183],"on":[184],"Meteodata":[186],"dataset.":[188],"Our":[189],"outperforms":[191],"other":[193],"evaluated":[194],"approaches":[195],"regarding":[196],"regression":[197],"ability":[198],"margin.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
