{"id":"https://openalex.org/W4403353381","doi":"https://doi.org/10.1145/3700136","title":"OptiRet-Net: An Optimized Low-Light Image Enhancement Technique for CV-Based Applications in Resource-Constrained Environments","display_name":"OptiRet-Net: An Optimized Low-Light Image Enhancement Technique for CV-Based Applications in Resource-Constrained Environments","publication_year":2024,"publication_date":"2024-10-12","ids":{"openalex":"https://openalex.org/W4403353381","doi":"https://doi.org/10.1145/3700136"},"language":"en","primary_location":{"id":"doi:10.1145/3700136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3700136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3700136","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3700136","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017406967","display_name":"Hanan Hussain","orcid":"https://orcid.org/0000-0002-4669-4402"},"institutions":[{"id":"https://openalex.org/I2799752099","display_name":"Synergy University Dubai","ror":"https://ror.org/034ee3t09","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799752099","https://openalex.org/I4210115303"]},{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Hanan Hussain","raw_affiliation_strings":["Department of Computer Science, BITS Pilani, Dubai Campus, Dubai, UAE","BITS Pilani, Dubai Campus, UAE"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, BITS Pilani, Dubai Campus, Dubai, UAE","institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I4210164135"]},{"raw_affiliation_string":"BITS Pilani, Dubai Campus, UAE","institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029287956","display_name":"P. S. Tamizharasan","orcid":null},"institutions":[{"id":"https://openalex.org/I2799752099","display_name":"Synergy University Dubai","ror":"https://ror.org/034ee3t09","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799752099","https://openalex.org/I4210115303"]},{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"P. S. Tamizharasan","raw_affiliation_strings":["Department of Computer Science, BITS Pilani, Dubai Campus, Dubai, UAE","BITS Pilani, Dubai Campus, UAE"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, BITS Pilani, Dubai Campus, Dubai, UAE","institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I4210164135"]},{"raw_affiliation_string":"BITS Pilani, Dubai Campus, UAE","institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I4210164135"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101723290","display_name":"Praveen Kumar Yadav","orcid":"https://orcid.org/0000-0001-8634-1110"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Praveen Kumar Yadav","raw_affiliation_strings":["Atlastream Pte Ltd., Central Region, Singapore, Singapore","Atlastream Pte Ltd., Central Region, Singapore"],"affiliations":[{"raw_affiliation_string":"Atlastream Pte Ltd., Central Region, Singapore, Singapore","institution_ids":[]},{"raw_affiliation_string":"Atlastream Pte Ltd., Central Region, Singapore","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017406967"],"corresponding_institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I4210164135"],"apc_list":null,"apc_paid":null,"fwci":0.2632,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5491642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"15","issue":"6","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.998199999332428,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9980999827384949,"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":0.9008492231369019},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5576832294464111},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.4666253328323364},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.46090468764305115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4568508267402649},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3636457920074463},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1085868775844574}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9008492231369019},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5576832294464111},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.4666253328323364},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.46090468764305115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4568508267402649},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3636457920074463},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1085868775844574},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3700136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3700136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3700136","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3700136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3700136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3700136","source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403353381.pdf"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W1968776821","https://openalex.org/W1982471090","https://openalex.org/W1987444808","https://openalex.org/W2054814429","https://openalex.org/W2055745001","https://openalex.org/W2056370875","https://openalex.org/W2076205488","https://openalex.org/W2083610878","https://openalex.org/W2102166818","https://openalex.org/W2114770744","https://openalex.org/W2124781496","https://openalex.org/W2133665775","https://openalex.org/W2252355370","https://openalex.org/W2291627510","https://openalex.org/W2566376500","https://openalex.org/W2783573276","https://openalex.org/W2807487589","https://openalex.org/W2807563922","https://openalex.org/W2949187370","https://openalex.org/W2952323569","https://openalex.org/W2962785568","https://openalex.org/W2981718299","https://openalex.org/W2981847167","https://openalex.org/W2985194834","https://openalex.org/W3002804594","https://openalex.org/W3012307306","https://openalex.org/W3012922853","https://openalex.org/W3014431357","https://openalex.org/W3022336857","https://openalex.org/W3034347506","https://openalex.org/W3035296544","https://openalex.org/W3035297694","https://openalex.org/W3037343293","https://openalex.org/W3089954572","https://openalex.org/W3100618669","https://openalex.org/W3105901005","https://openalex.org/W3107113662","https://openalex.org/W3111901135","https://openalex.org/W3120540810","https://openalex.org/W3125869362","https://openalex.org/W3134649899","https://openalex.org/W3143419403","https://openalex.org/W3154123740","https://openalex.org/W3167388770","https://openalex.org/W3174792937","https://openalex.org/W3184439416","https://openalex.org/W3190065298","https://openalex.org/W3199334903","https://openalex.org/W3202918664","https://openalex.org/W3205185163","https://openalex.org/W3214264009","https://openalex.org/W3215386047","https://openalex.org/W4200439347","https://openalex.org/W4206140223","https://openalex.org/W4214540501","https://openalex.org/W4214602694","https://openalex.org/W4214849322","https://openalex.org/W4226354045","https://openalex.org/W4231258501","https://openalex.org/W4249142012","https://openalex.org/W4281737715","https://openalex.org/W4282960680","https://openalex.org/W4286696412","https://openalex.org/W4290713858","https://openalex.org/W4292387447","https://openalex.org/W4293059769","https://openalex.org/W4296809356","https://openalex.org/W4300424419","https://openalex.org/W4301409532","https://openalex.org/W4308125359","https://openalex.org/W4310138363","https://openalex.org/W4311398044","https://openalex.org/W4312344003","https://openalex.org/W4317928033","https://openalex.org/W4320059943","https://openalex.org/W4366957365","https://openalex.org/W4382467785","https://openalex.org/W4383100448","https://openalex.org/W4383653202","https://openalex.org/W4385066178","https://openalex.org/W4386059972"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398","https://openalex.org/W2775347418"],"abstract_inverted_index":{"The":[0],"illumination":[1],"of":[2,76,122,129,132,135,144,148,171,207,214],"images":[3,229],"can":[4,84],"significantly":[5],"impact":[6],"computer-vision":[7],"applications":[8,180],"such":[9],"as":[10],"image":[11],"classification,":[12],"multiple":[13,177],"object":[14,178],"detection,":[15],"and":[16,25,79,137,146,162,183,209],"tracking,":[17],"leading":[18],"to":[19,37,42,72,101],"a":[20,50,127,142,156,205,210,246],"significant":[21],"decline":[22],"in":[23,30,58,74,120,185],"detection":[24],"tracking":[26,179,202],"accuracy.":[27],"Recent":[28],"advancements":[29],"deep":[31,68,98],"learning":[32,69,99],"techniques":[33,78],"have":[34,55],"been":[35],"applied":[36],"Low-Light":[38],"Image":[39],"Enhancement":[40],"(LLIE)":[41],"combat":[43],"this":[44],"issue.":[45],"Retinex":[46],"theory-based":[47],"methods":[48],"following":[49],"decomposition-adjustment":[51],"pipeline":[52],"for":[53,88,105,237],"LLIE":[54,107],"performed":[56],"well":[57],"various":[59,191],"aspects.":[60],"Despite":[61],"their":[62,201,232],"success,":[63],"current":[64],"research":[65],"on":[66],"Retinex-based":[67],"still":[70],"needs":[71],"improve":[73],"terms":[75,121],"optimization":[77],"complicated":[80],"convolution":[81],"connections,":[82],"which":[83],"be":[85],"computationally":[86],"intensive":[87],"end-device":[89],"deployment.":[90],"We":[91],"propose":[92],"an":[93],"Optimized":[94],"Retinex-Based":[95],"CNN":[96],"(OptiRet-Net)":[97],"framework":[100],"address":[102],"these":[103],"challenges":[104],"the":[106,113,169,226],"problem.":[108],"Our":[109,194,216],"results":[110,203],"demonstrate":[111],"that":[112,197],"proposed":[114,173],"method":[115],"outperforms":[116],"existing":[117],"state-of-the-art":[118],"models":[119],"full":[123],"reference":[124,139],"metrics":[125,140],"with":[126,141,204],"PSNR":[128],"21.87,":[130],"SSIM":[131],"0.80,":[133],"LPIPS":[134],"0.16,":[136],"zero":[138],"NIQE":[143],"3.4":[145],"PIQE":[147],"56.6.":[149],"Additionally,":[150],"we":[151,167],"validate":[152],"our":[153,172],"approach":[154],"using":[155,181],"comprehensive":[157],"evaluation":[158],"comprising":[159],"five":[160],"datasets":[161],"nine":[163],"prior":[164],"methods.":[165],"Furthermore,":[166],"assess":[168],"efficacy":[170],"model":[174,217],"combining":[175],"low-light":[176,228],"YOLOX":[182],"ByteTrack":[184],"Versatile":[186],"Video":[187],"Coding":[188],"(VVC/H.266)":[189],"across":[190],"quantization":[192],"parameters.":[193],"findings":[195],"reveal":[196],"LLIE-enhanced":[198],"frames":[199],"surpass":[200],"MOTA":[206],"80.6%":[208],"remarkable":[211],"precision":[212],"rate":[213],"96%.":[215],"also":[218],"achieves":[219],"minimal":[220],"file":[221],"sizes":[222],"by":[223],"effectively":[224],"compressing":[225],"enhanced":[227],"while":[230],"maintaining":[231],"quality,":[233],"making":[234],"it":[235],"suitable":[236],"resource-constrained":[238],"environments":[239],"where":[240],"storage":[241],"or":[242],"bandwidth":[243],"limitations":[244],"are":[245],"concern.":[247]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}