{"id":"https://openalex.org/W4404933264","doi":"https://doi.org/10.3390/rs16234493","title":"Advanced Object Detection in Low-Light Conditions: Enhancements to YOLOv7 Framework","display_name":"Advanced Object Detection in Low-Light Conditions: Enhancements to YOLOv7 Framework","publication_year":2024,"publication_date":"2024-11-29","ids":{"openalex":"https://openalex.org/W4404933264","doi":"https://doi.org/10.3390/rs16234493"},"language":"en","primary_location":{"id":"doi:10.3390/rs16234493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234493","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/rs16234493","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100643330","display_name":"Dewei Zhao","orcid":"https://orcid.org/0000-0001-9423-3849"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dewei Zhao","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089524758","display_name":"Faming Shao","orcid":"https://orcid.org/0009-0000-1680-9443"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Faming Shao","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394046","display_name":"Sheng Zhang","orcid":"https://orcid.org/0000-0003-1732-0011"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Zhang","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100447990","display_name":"Yang Li","orcid":"https://orcid.org/0000-0003-1682-0284"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Yang","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373147","display_name":"Heng Zhang","orcid":"https://orcid.org/0000-0002-9275-4226"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng Zhang","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012637178","display_name":"Shaodong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaodong Liu","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100409530","display_name":"Qiang Liu","orcid":"https://orcid.org/0000-0003-2922-3518"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiang Liu","raw_affiliation_strings":["College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China"],"affiliations":[{"raw_affiliation_string":"College of Field Engineering, Army Engineering University of PLA, Nanjing 210007, China","institution_ids":["https://openalex.org/I4210163363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100409530"],"corresponding_institution_ids":["https://openalex.org/I4210163363"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.1838,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.95343954,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"16","issue":"23","first_page":"4493","last_page":"4493"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9983999729156494,"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":0.9983999729156494,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47209709882736206},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.41727450489997864},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.203317791223526}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47209709882736206},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41727450489997864},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.203317791223526}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16234493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234493","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:91af25a109a94971ae0b1f01f40f7257","is_oa":true,"landing_page_url":"https://doaj.org/article/91af25a109a94971ae0b1f01f40f7257","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 23, p 4493 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16234493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234493","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W2097117768","https://openalex.org/W2102605133","https://openalex.org/W2107634464","https://openalex.org/W2109255472","https://openalex.org/W2194775991","https://openalex.org/W2229291062","https://openalex.org/W2346062110","https://openalex.org/W2560311620","https://openalex.org/W2570343428","https://openalex.org/W2601564443","https://openalex.org/W2884561390","https://openalex.org/W2914155102","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963766909","https://openalex.org/W2966926453","https://openalex.org/W2998249728","https://openalex.org/W3035731588","https://openalex.org/W3041133507","https://openalex.org/W3096609285","https://openalex.org/W3105335430","https://openalex.org/W3138516171","https://openalex.org/W3204374989","https://openalex.org/W3211246137","https://openalex.org/W4206133447","https://openalex.org/W4308516693","https://openalex.org/W4312725970","https://openalex.org/W4313420355","https://openalex.org/W4320002812","https://openalex.org/W4364323147","https://openalex.org/W4386076325","https://openalex.org/W4386939303","https://openalex.org/W4387101155","https://openalex.org/W4390872514","https://openalex.org/W4390874231","https://openalex.org/W4392093312","https://openalex.org/W4394984900","https://openalex.org/W4403770406","https://openalex.org/W6606386049","https://openalex.org/W6676125043","https://openalex.org/W6682889407","https://openalex.org/W6683411478","https://openalex.org/W6739901393","https://openalex.org/W6755037456"],"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":{"Object":[0],"detection":[1,94],"in":[2,52],"low-light":[3,26,53,134],"conditions":[4],"is":[5],"increasingly":[6],"relevant":[7],"across":[8],"various":[9],"applications,":[10],"presenting":[11],"a":[12,86],"challenge":[13],"for":[14,133],"improving":[15,49,115],"accuracy.":[16],"This":[17],"study":[18],"employs":[19],"the":[20,98,121,128],"popular":[21],"YOLOv7":[22],"framework":[23],"and":[24,57,85,110,118],"examines":[25],"image":[27],"characteristics,":[28],"implementing":[29],"performance":[30],"enhancement":[31],"strategies":[32],"tailored":[33],"to":[34,44,63,73,92],"these":[35],"conditions.":[36],"We":[37,80],"integrate":[38],"an":[39,106,111],"agile":[40],"hybrid":[41],"convolutional":[42,59],"module":[43],"enhance":[45],"edge":[46],"information":[47],"extraction,":[48],"detailed":[50],"discernment":[51],"scenes.":[54],"Convolutional":[55],"attention":[56],"deformable":[58],"modules":[60],"are":[61,71],"added":[62],"extract":[64],"rich":[65],"semantic":[66],"information.":[67],"Cross-layer":[68],"connection":[69],"structures":[70],"established":[72],"reinforce":[74],"critical":[75],"information,":[76],"enhancing":[77],"feature":[78],"representation.":[79],"use":[81],"brightness-adjusted":[82],"data":[83],"augmentation":[84],"novel":[87],"bounding":[88],"box":[89],"loss":[90],"function":[91],"improve":[93],"performance.":[95],"Evaluations":[96],"on":[97],"ExDark":[99],"dataset":[100],"show":[101],"that":[102],"our":[103,131],"method":[104],"achieved":[105],"mAP50":[107],"of":[108,113,130],"80.1%":[109],"mAP50:95":[112],"52.3%,":[114],"by":[116],"8.6%":[117],"11.5%":[119],"over":[120],"baseline":[122],"model,":[123],"respectively.":[124],"These":[125],"results":[126],"validate":[127],"effectiveness":[129],"approach":[132],"object":[135],"detection.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":15}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}