{"id":"https://openalex.org/W4407448617","doi":"https://doi.org/10.1109/lsp.2025.3540700","title":"KAN See in the Dark","display_name":"KAN See in the Dark","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407448617","doi":"https://doi.org/10.1109/lsp.2025.3540700"},"language":"en","primary_location":{"id":"doi:10.1109/lsp.2025.3540700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3540700","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Letters","raw_type":"journal-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/A5116252846","display_name":"Aoxiang Ning","orcid":null},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Aoxiang Ning","raw_affiliation_strings":["Chongqing University of Technology, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0002-3956-3348","affiliations":[{"raw_affiliation_string":"Chongqing University of Technology, Chongqing, China","institution_ids":["https://openalex.org/I50632499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108730177","display_name":"Minglong Xue","orcid":"https://orcid.org/0000-0002-9314-5019"},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minglong Xue","raw_affiliation_strings":["Chongqing University of Technology, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-9314-5019","affiliations":[{"raw_affiliation_string":"Chongqing University of Technology, Chongqing, China","institution_ids":["https://openalex.org/I50632499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108425982","display_name":"Jinhong He","orcid":"https://orcid.org/0009-0003-8470-053X"},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhong He","raw_affiliation_strings":["Chongqing University of Technology, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0007-0344-735X","affiliations":[{"raw_affiliation_string":"Chongqing University of Technology, Chongqing, China","institution_ids":["https://openalex.org/I50632499"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064259933","display_name":"Chengyun Song","orcid":"https://orcid.org/0000-0002-2027-4258"},"institutions":[{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyun Song","raw_affiliation_strings":["Chongqing University of Technology, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-2027-4258","affiliations":[{"raw_affiliation_string":"Chongqing University of Technology, Chongqing, China","institution_ids":["https://openalex.org/I50632499"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5116252846"],"corresponding_institution_ids":["https://openalex.org/I50632499"],"apc_list":null,"apc_paid":null,"fwci":15.8655,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.99174716,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"32","issue":null,"first_page":"891","last_page":"895"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.996399998664856,"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":0.9962000250816345,"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":0.5102064609527588}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5102064609527588}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lsp.2025.3540700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3540700","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G760197915","display_name":null,"funder_award_id":"62472059","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W2534171296","https://openalex.org/W2566376500","https://openalex.org/W3121661546","https://openalex.org/W3174792937","https://openalex.org/W3214264009","https://openalex.org/W4224130636","https://openalex.org/W4225672218","https://openalex.org/W4238143865","https://openalex.org/W4312249431","https://openalex.org/W4312725970","https://openalex.org/W4312812783","https://openalex.org/W4313059954","https://openalex.org/W4316805166","https://openalex.org/W4322100000","https://openalex.org/W4365479425","https://openalex.org/W4385236771","https://openalex.org/W4386066507","https://openalex.org/W4386075858","https://openalex.org/W4387967967","https://openalex.org/W4390723619","https://openalex.org/W4390871817","https://openalex.org/W4390872514","https://openalex.org/W4390874206","https://openalex.org/W4396821501","https://openalex.org/W4399453624","https://openalex.org/W4402123952","https://openalex.org/W4403324362","https://openalex.org/W4403792007","https://openalex.org/W4404722383","https://openalex.org/W6779823529","https://openalex.org/W6788990321","https://openalex.org/W6820010905","https://openalex.org/W6850343407","https://openalex.org/W6854203514","https://openalex.org/W6858516901","https://openalex.org/W6860320606","https://openalex.org/W6867176674","https://openalex.org/W6868377677"],"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":{"Low-lightimage":[0],"enhancement":[1,97],"methods":[2,69,98],"are":[3],"difficult":[4],"to":[5,17,57],"fit":[6],"the":[7,65,81,90,100,104,120],"complex":[8],"nonlinear":[9,41],"relationship":[10],"between":[11],"normal":[12],"and":[13,20,33,53,75,99],"low-light":[14,58,95],"images":[15],"due":[16],"uneven":[18],"illumination":[19],"noise":[21],"effects.":[22],"The":[23],"recently":[24],"proposed":[25],"Kolmogorov-Arnold":[26],"networks":[27],"(KANs)":[28],"feature":[29],"spline-based":[30],"convolutional":[31],"layers":[32],"learnable":[34],"activation":[35],"functions,":[36],"which":[37],"can":[38],"effectively":[39,63],"capture":[40],"dependencies.":[42],"In":[43],"this":[44],"paper,":[45],"we":[46,108],"design":[47],"a":[48],"KAN-Block":[49],"based":[50],"on":[51,126],"KANs":[52,84],"innovatively":[54],"apply":[55],"it":[56],"image":[59,96],"enhancement.":[60,116],"This":[61],"method":[62,125],"alleviates":[64],"limitations":[66],"of":[67,77,83,93,103,123],"current":[68,94],"constrained":[70],"by":[71],"linear":[72],"network":[73],"structures":[74],"lack":[76],"interpretability,":[78],"further":[79,109],"demonstrating":[80],"potential":[82],"in":[85],"low-level":[86],"vision":[87],"tasks.":[88],"Given":[89],"poor":[91],"perception":[92,112],"stochastic":[101],"nature":[102],"inverse":[105],"diffusion":[106],"process,":[107],"introduce":[110],"frequency-domain":[111],"for":[113],"visually":[114],"oriented":[115],"Extensive":[117],"experiments":[118],"demonstrate":[119],"competitive":[121],"performance":[122],"our":[124],"benchmark":[127],"datasets.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":8}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}