{"id":"https://openalex.org/W4405580099","doi":"https://doi.org/10.1145/3708516","title":"ISP Meets Deep Learning: A Survey on Deep Learning Methods for Image Signal Processing","display_name":"ISP Meets Deep Learning: A Survey on Deep Learning Methods for Image Signal Processing","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405580099","doi":"https://doi.org/10.1145/3708516"},"language":"en","primary_location":{"id":"doi:10.1145/3708516","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708516","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3708516","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039826655","display_name":"Claudio Filipi Gon\u00e7alves dos Santos","orcid":"https://orcid.org/0000-0001-6580-5959"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I4210087776","display_name":"Siemens (Brazil)","ror":"https://ror.org/002dnnm39","country_code":"BR","type":"company","lineage":["https://openalex.org/I1325886976","https://openalex.org/I4210087776"]},{"id":"https://openalex.org/I4210092357","display_name":"Institute of Mathematics and Computer Science","ror":"https://ror.org/00fy4at53","country_code":"MD","type":"facility","lineage":["https://openalex.org/I112090838","https://openalex.org/I4210092357"]}],"countries":["BR","MD"],"is_corresponding":false,"raw_author_name":"Claudio Filipi Goncalves dos Santos","raw_affiliation_strings":["Computer Science, UFSCar, Sao Carlos, Brazil and Eldorado Institute, Campinas, Brazil","Siemens Healthineers,  S\u00e3o Paulo Brazil","Computer Science, UFSCar, Sao Carlos, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-6580-5959","affiliations":[{"raw_affiliation_string":"Computer Science, UFSCar, Sao Carlos, Brazil and Eldorado Institute, Campinas, Brazil","institution_ids":["https://openalex.org/I4210092357"]},{"raw_affiliation_string":"Siemens Healthineers,  S\u00e3o Paulo Brazil","institution_ids":["https://openalex.org/I4210087776"]},{"raw_affiliation_string":"Computer Science, UFSCar, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108838884","display_name":"Rodrigo Reis Arrais","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rodrigo Reis Arrais","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0008-3165-3297","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112922391","display_name":"Jhessica Victoria Santos da Silva","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jhessica Victoria Santos da Silva","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0006-7999-175X","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034572995","display_name":"Matheus Henrique Marques da Silva","orcid":"https://orcid.org/0000-0002-7964-011X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matheus Henrique Marques da Silva","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-7964-011X","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110980418","display_name":"Wladimir Barroso Guedes de Ara\u00fajo Neto","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wladimir Barroso Guedes de Araujo Neto","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0007-5060-7897","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017303531","display_name":"Leonardo Tadeu Lopes","orcid":"https://orcid.org/0000-0002-8717-6097"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leonardo Tadeu Lopes","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-8717-6097","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090705896","display_name":"Guilherme Augusto Bileki","orcid":"https://orcid.org/0000-0001-6990-6992"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guilherme Augusto Bileki","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-6990-6992","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112922392","display_name":"Iago Oliveira Lima","orcid":"https://orcid.org/0000-0002-0980-8968"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iago Oliveira Lima","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil","Eldorado Institute, Campinas Brazil"],"raw_orcid":"https://orcid.org/0000-0002-0980-8968","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]},{"raw_affiliation_string":"Eldorado Institute, Campinas Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061289389","display_name":"Lucas B. Rondon","orcid":"https://orcid.org/0000-0003-0102-4242"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lucas Borges Rondon","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-0102-4242","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036203947","display_name":"Bruno Melo de Souza","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bruno Melo de Souza","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0007-5125-7956","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092014327","display_name":"Mayara Costa Regazio","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mayara Costa Regazio","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0006-2543-2178","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006670752","display_name":"Rodolfo Coelho Dalapicola","orcid":"https://orcid.org/0000-0002-0075-2419"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rodolfo Coelho Dalapicola","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-0075-2419","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115544502","display_name":"Arthur Alves Tasca","orcid":"https://orcid.org/0000-0001-5900-5832"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arthur Alves Tasca","raw_affiliation_strings":["Eldorado Institute, Campinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5900-5832","affiliations":[{"raw_affiliation_string":"Eldorado Institute, Campinas, Brazil","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":13,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3124,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82422294,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"57","issue":"5","first_page":"1","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9998999834060669,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9998999834060669,"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":0.9998999834060669,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9991999864578247,"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":0.8691545724868774},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7592400312423706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5768404006958008},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.48412856459617615},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.46135520935058594},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.39178356528282166},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3592034578323364},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33715003728866577},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.333578884601593},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.24195051193237305},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.1094139814376831}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8691545724868774},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7592400312423706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5768404006958008},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.48412856459617615},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.46135520935058594},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.39178356528282166},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3592034578323364},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33715003728866577},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.333578884601593},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.24195051193237305},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.1094139814376831}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3708516","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708516","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3708516","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708516","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":106,"referenced_works":["https://openalex.org/W199564985","https://openalex.org/W1580389772","https://openalex.org/W1901129140","https://openalex.org/W1912194039","https://openalex.org/W1930824406","https://openalex.org/W1967703086","https://openalex.org/W2008346065","https://openalex.org/W2011830522","https://openalex.org/W2022007237","https://openalex.org/W2025328853","https://openalex.org/W2035192779","https://openalex.org/W2040870580","https://openalex.org/W2053779250","https://openalex.org/W2069051299","https://openalex.org/W2081682460","https://openalex.org/W2117539524","https://openalex.org/W2121927366","https://openalex.org/W2122185898","https://openalex.org/W2122410868","https://openalex.org/W2136396015","https://openalex.org/W2150066425","https://openalex.org/W2182906044","https://openalex.org/W2242218935","https://openalex.org/W2331128040","https://openalex.org/W2423449433","https://openalex.org/W2508457857","https://openalex.org/W2511730936","https://openalex.org/W2541341518","https://openalex.org/W2552290192","https://openalex.org/W2555803041","https://openalex.org/W2556068545","https://openalex.org/W2556872594","https://openalex.org/W2592929672","https://openalex.org/W2601564443","https://openalex.org/W2607202125","https://openalex.org/W2616247523","https://openalex.org/W2735974062","https://openalex.org/W2736611505","https://openalex.org/W2755686313","https://openalex.org/W2760509339","https://openalex.org/W2787534441","https://openalex.org/W2790979755","https://openalex.org/W2798844427","https://openalex.org/W2799192307","https://openalex.org/W2799265886","https://openalex.org/W2866634454","https://openalex.org/W2891158090","https://openalex.org/W2900463499","https://openalex.org/W2919511482","https://openalex.org/W2929803724","https://openalex.org/W2948354154","https://openalex.org/W2952046917","https://openalex.org/W2952323569","https://openalex.org/W2956015785","https://openalex.org/W2962785568","https://openalex.org/W2962974533","https://openalex.org/W2963073614","https://openalex.org/W2963163009","https://openalex.org/W2963200935","https://openalex.org/W2963466723","https://openalex.org/W2963470893","https://openalex.org/W2963967766","https://openalex.org/W2969376125","https://openalex.org/W2971374671","https://openalex.org/W2981207549","https://openalex.org/W2983315964","https://openalex.org/W2990015693","https://openalex.org/W2995432281","https://openalex.org/W2996870660","https://openalex.org/W2999044305","https://openalex.org/W3012166502","https://openalex.org/W3023742835","https://openalex.org/W3034785019","https://openalex.org/W3035253074","https://openalex.org/W3035381835","https://openalex.org/W3035496815","https://openalex.org/W3047011367","https://openalex.org/W3086751423","https://openalex.org/W3105806927","https://openalex.org/W3106758205","https://openalex.org/W3108335833","https://openalex.org/W3108413618","https://openalex.org/W3121915008","https://openalex.org/W3125028070","https://openalex.org/W3127327770","https://openalex.org/W3135799625","https://openalex.org/W3163547207","https://openalex.org/W3175157054","https://openalex.org/W3177327133","https://openalex.org/W3199451736","https://openalex.org/W3201893719","https://openalex.org/W4205268692","https://openalex.org/W4206569030","https://openalex.org/W4230295910","https://openalex.org/W4237777900","https://openalex.org/W4240153047","https://openalex.org/W4246918423","https://openalex.org/W4285513928","https://openalex.org/W4312650395","https://openalex.org/W4320892949","https://openalex.org/W4386994189","https://openalex.org/W4387724643","https://openalex.org/W6730320770","https://openalex.org/W6757817989","https://openalex.org/W6760582523","https://openalex.org/W6771764589"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4383066092","https://openalex.org/W4380075502","https://openalex.org/W2131169870","https://openalex.org/W3014136459"],"abstract_inverted_index":{"The":[0],"entire":[1,62],"Image":[2],"Signal":[3],"Processor":[4],"(ISP)":[5],"of":[6,55,80,98],"a":[7,65],"camera":[8],"relies":[9],"on":[10],"several":[11,77],"processes":[12,31],"to":[13,59],"transform":[14],"the":[15,18,61,70],"data":[16],"from":[17],"Color":[19],"Filter":[20],"Array":[21],"(CFA)":[22],"sensor,":[23],"such":[24],"as":[25,50],"demosaicing,":[26],"denoising,":[27],"and":[28,85,89,95],"enhancement.":[29],"These":[30],"can":[32],"be":[33],"executed":[34],"either":[35],"by":[36],"some":[37,54],"hardware":[38],"or":[39,57],"via":[40],"software.":[41],"In":[42,72],"recent":[43,78],"years,":[44],"Deep":[45],"Learning":[46],"(DL)":[47],"has":[48],"emerged":[49],"one":[51],"solution":[52],"for":[53,69,100],"them":[56],"even":[58],"replace":[60],"ISP":[63],"using":[64],"single":[66],"neural":[67],"network":[68],"task.":[71],"this":[73,83],"work,":[74],"we":[75],"investigated":[76],"pieces":[79],"research":[81],"in":[82],"area":[84],"provide":[86],"deeper":[87],"analysis":[88],"comparison":[90],"among":[91],"them,":[92],"including":[93],"results":[94],"possible":[96],"points":[97],"improvement":[99],"future":[101],"researchers.":[102]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
