{"id":"https://openalex.org/W4400315350","doi":"https://doi.org/10.1109/isivc61350.2024.10577829","title":"Enhancing Object Detection in Distorted Environments: A Seamless Integration of Classical Image Processing with Deep Learning Models","display_name":"Enhancing Object Detection in Distorted Environments: A Seamless Integration of Classical Image Processing with Deep Learning Models","publication_year":2024,"publication_date":"2024-05-21","ids":{"openalex":"https://openalex.org/W4400315350","doi":"https://doi.org/10.1109/isivc61350.2024.10577829"},"language":"en","primary_location":{"id":"doi:10.1109/isivc61350.2024.10577829","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc61350.2024.10577829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal-emse.ccsd.cnrs.fr/emse-04638714/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084696458","display_name":"Abbass Zein-Eddine","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Abbass Zein-Eddine","raw_affiliation_strings":["Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023"],"affiliations":[{"raw_affiliation_string":"Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023","institution_ids":["https://openalex.org/I3019848993","https://openalex.org/I100532134","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086188022","display_name":"Oussama Messai","orcid":null},"institutions":[{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Oussama Messai","raw_affiliation_strings":["Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023"],"affiliations":[{"raw_affiliation_string":"Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023","institution_ids":["https://openalex.org/I3019848993","https://openalex.org/I100532134","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016310202","display_name":"Abdelouahid Bentamou","orcid":"https://orcid.org/0000-0002-8260-5569"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Abdelouahid Bentamou","raw_affiliation_strings":["Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023"],"affiliations":[{"raw_affiliation_string":"Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023","institution_ids":["https://openalex.org/I3019848993","https://openalex.org/I100532134","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029330414","display_name":"Yann Gavet","orcid":"https://orcid.org/0000-0002-2248-8938"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I3019848993","display_name":"Mines Saint-\u00c9tienne","ror":"https://ror.org/05a1dws80","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yann Gavet","raw_affiliation_strings":["Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023"],"affiliations":[{"raw_affiliation_string":"Mines Saint-Etienne, Univ Lyon,Centre SPIN, CNRS UMR 5307 LGF,Saint-Etienne,France,42023","institution_ids":["https://openalex.org/I3019848993","https://openalex.org/I100532134","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084696458"],"corresponding_institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I3019848993"],"apc_list":null,"apc_paid":null,"fwci":0.2536,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50076974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.6363000273704529,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.6363000273704529,"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":0.7581496834754944},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6139675378799438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5995423793792725},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5651557445526123},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5320532917976379},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.5159264802932739},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.46149998903274536},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4156225323677063},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.352019727230072},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2605917453765869}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7581496834754944},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6139675378799438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5995423793792725},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5651557445526123},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5320532917976379},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.5159264802932739},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.46149998903274536},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4156225323677063},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.352019727230072},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2605917453765869}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isivc61350.2024.10577829","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc61350.2024.10577829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:emse-04638714v1","is_oa":true,"landing_page_url":"https://hal-emse.ccsd.cnrs.fr/emse-04638714","pdf_url":"https://hal-emse.ccsd.cnrs.fr/emse-04638714/document","source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/10577829/references#references","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:emse-04638714v1","is_oa":true,"landing_page_url":"https://hal-emse.ccsd.cnrs.fr/emse-04638714","pdf_url":"https://hal-emse.ccsd.cnrs.fr/emse-04638714/document","source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/10577829/references#references","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316512","display_name":"Bpifrance","ror":"https://ror.org/008zkt807"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400315350.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2767198899","https://openalex.org/W2774297389","https://openalex.org/W2946561582","https://openalex.org/W2963037989","https://openalex.org/W3034971973","https://openalex.org/W3128804268","https://openalex.org/W3162804781","https://openalex.org/W4213076145","https://openalex.org/W4224960000","https://openalex.org/W4285028011","https://openalex.org/W4286776269","https://openalex.org/W4286973560","https://openalex.org/W4304190490","https://openalex.org/W4308233889","https://openalex.org/W4316843048","https://openalex.org/W4380077319","https://openalex.org/W4385245566","https://openalex.org/W4388901871"],"related_works":["https://openalex.org/W2949096641","https://openalex.org/W2970686063","https://openalex.org/W4320729701","https://openalex.org/W3034745255","https://openalex.org/W4254103348","https://openalex.org/W2114275278","https://openalex.org/W4292830139","https://openalex.org/W4319309705","https://openalex.org/W1489511283","https://openalex.org/W4387272257"],"abstract_inverted_index":{"Computer":[0],"vision":[1,39,136],"tasks":[2],"are":[3,22],"directly":[4],"influenced":[5],"by":[6,58],"the":[7,14,55,88,97,109,120,125,128,133,144],"conditions":[8,21],"of":[9,16,61,72,87],"image":[10,62,68,77,111],"acquisition,":[11],"especially":[12],"in":[13,48,79,112,117,150],"context":[15],"object":[17,129],"detection.":[18],"Often,":[19],"these":[20],"beyond":[23],"our":[24],"control.":[25],"In":[26],"this":[27],"paper,":[28],"we":[29],"introduce":[30],"a":[31,80,113,147],"method":[32,52,126],"that":[33,107],"seamlessly":[34],"integrates":[35],"with":[36,119],"any":[37,94],"computer":[38,135],"model":[40,95,121],"using":[41,132],"deep":[42],"learning":[43],"to":[44],"enhance":[45],"its":[46],"performance":[47],"distorted":[49],"environments.":[50],"Our":[51],"effectively":[53],"mitigates":[54],"effects":[56],"caused":[57],"various":[59],"types":[60],"distortions.":[63],"It":[64],"relies":[65],"on":[66,127],"classical":[67],"processing":[69],"techniques":[70],"capable":[71],"reducing":[73],"distortions":[74],"and":[75,143],"enhancing":[76],"quality":[78],"general":[81],"manner,":[82,115],"without":[83],"requiring":[84],"specific":[85],"knowledge":[86],"applied":[89],"distortion":[90],"type.":[91],"Integration":[92],"into":[93],"during":[96],"preprocessing":[98],"stage":[99],"is":[100],"straightforward.":[101],"Furthermore,":[102],"we\u2019ve":[103],"added":[104],"new":[105],"layers":[106],"analyze":[108],"enhanced":[110],"depthwise":[114],"running":[116],"parallel":[118],"backbone.":[122],"We":[123],"tested":[124],"detection":[130],"task":[131],"well-known":[134],"model,":[137],"You":[138],"Only":[139],"Look":[140],"Once":[141],"(YOLO),":[142],"results":[145],"reveal":[146],"significant":[148],"improvement":[149],"Mean":[151],"Average":[152],"Precision":[153],"(mAP).":[154],"The":[155],"implementation":[156],"code":[157],"can":[158],"be":[159],"found":[160],"at:":[161],"https://github.com/abbass-zain-eddine/Object-detectionunder-uncontrolled-acquisition-environment.git":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
