{"id":"https://openalex.org/W4408354846","doi":"https://doi.org/10.1109/icassp49660.2025.10888304","title":"CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Downstream Vision Tasks Under Unknown Degradations","display_name":"CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Downstream Vision Tasks Under Unknown Degradations","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408354846","doi":"https://doi.org/10.1109/icassp49660.2025.10888304"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10888304","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888304","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100326584","display_name":"Yuwei Zhang","orcid":"https://orcid.org/0000-0002-8395-3020"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuwei Zhang","raw_affiliation_strings":["Tongji University,College of Electronic and Information Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji University,College of Electronic and Information Engineering,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070702602","display_name":"Yan Wu","orcid":"https://orcid.org/0000-0002-8874-8886"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wu","raw_affiliation_strings":["Tongji University,College of Electronic and Information Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji University,College of Electronic and Information Engineering,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107947108","display_name":"Yanming Liu","orcid":"https://orcid.org/0000-0002-5522-1682"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanming Liu","raw_affiliation_strings":["Zhejiang University,School of Software Technology,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University,School of Software Technology,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101892442","display_name":"Xinyue Peng","orcid":"https://orcid.org/0000-0001-6386-2140"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyue Peng","raw_affiliation_strings":["Southeast University,College of Electronic and Information Engineering,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University,College of Electronic and Information Engineering,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":43.1819,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.99922754,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9990000128746033,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9987000226974487,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/enhancer","display_name":"Enhancer","score":0.8883565068244934},{"id":"https://openalex.org/keywords/downstream","display_name":"Downstream (manufacturing)","score":0.6724207401275635},{"id":"https://openalex.org/keywords/chain","display_name":"Chain (unit)","score":0.5234255790710449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5223214030265808},{"id":"https://openalex.org/keywords/cell-biology","display_name":"Cell biology","score":0.3211875557899475},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2533552050590515},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.16308027505874634},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.15779033303260803},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15667396783828735},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.086284339427948},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.08316290378570557},{"id":"https://openalex.org/keywords/transcription-factor","display_name":"Transcription factor","score":0.07743450999259949}],"concepts":[{"id":"https://openalex.org/C111936080","wikidata":"https://www.wikidata.org/wiki/Q913367","display_name":"Enhancer","level":4,"score":0.8883565068244934},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.6724207401275635},{"id":"https://openalex.org/C199185054","wikidata":"https://www.wikidata.org/wiki/Q552299","display_name":"Chain (unit)","level":2,"score":0.5234255790710449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5223214030265808},{"id":"https://openalex.org/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.3211875557899475},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2533552050590515},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.16308027505874634},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.15779033303260803},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15667396783828735},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.086284339427948},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.08316290378570557},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.07743450999259949},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10888304","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888304","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1903029394","https://openalex.org/W2031489346","https://openalex.org/W2531409750","https://openalex.org/W2570343428","https://openalex.org/W2752782242","https://openalex.org/W2912435603","https://openalex.org/W2963037989","https://openalex.org/W2963125010","https://openalex.org/W2963150697","https://openalex.org/W2963766909","https://openalex.org/W2963928582","https://openalex.org/W2964309882","https://openalex.org/W2981718299","https://openalex.org/W2982083293","https://openalex.org/W2990007814","https://openalex.org/W2998249728","https://openalex.org/W3034278302","https://openalex.org/W3035731588","https://openalex.org/W3121661546","https://openalex.org/W3199334903","https://openalex.org/W3201952986","https://openalex.org/W3207649350","https://openalex.org/W3211490618","https://openalex.org/W3217147624","https://openalex.org/W4225672218","https://openalex.org/W4226042837","https://openalex.org/W4289752563","https://openalex.org/W4312373367","https://openalex.org/W4319301015","https://openalex.org/W4322741918","https://openalex.org/W4327521824","https://openalex.org/W4390872559","https://openalex.org/W4391092744","https://openalex.org/W6620707391","https://openalex.org/W6750227808","https://openalex.org/W6757817989","https://openalex.org/W6777046832","https://openalex.org/W6809646742","https://openalex.org/W6857504986"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2113330652","https://openalex.org/W2061914098","https://openalex.org/W4393004084","https://openalex.org/W2118646732","https://openalex.org/W4309683845","https://openalex.org/W4387565139","https://openalex.org/W4389440207"],"abstract_inverted_index":{"Extracting":[0],"valuable":[1],"visual":[2],"cues":[3],"for":[4,34,76,81],"downstream":[5,47,82],"vision":[6,83,120,145],"tasks":[7,84,146],"poses":[8],"a":[9,70,109],"particular":[10],"challenge":[11],"under":[12,85,95,147],"unknown":[13,86,148],"degradations.":[14,87,149],"A":[15],"straightforward":[16],"solution":[17],"is":[18,108,152],"to":[19,41,55],"preprocess":[20],"images":[21],"using":[22],"image":[23,43],"restoration":[24],"methods,":[25],"but":[26],"their":[27,61],"high":[28],"computational":[29],"complexity":[30],"renders":[31],"them":[32],"unsuitable":[33],"real-time":[35],"tasks.":[36],"Recent":[37],"efforts":[38],"have":[39],"aimed":[40],"enhance":[42],"representations":[44],"optimized":[45],"by":[46],"task":[48],"losses.":[49],"However,":[50],"these":[51],"approaches":[52],"are":[53],"confined":[54],"known":[56],"single":[57],"degradation":[58,133],"scenarios,":[59],"constraining":[60],"practical":[62],"applicability":[63],"in":[64],"unpredictable":[65],"environments.":[66],"Therefore,":[67],"we":[68],"propose":[69],"Chain-of-thought":[71],"Prompted":[72],"Adaptive":[73],"Enhancer,":[74],"CPA-Enhancer,":[75],"enhancing":[77],"important":[78],"features":[79],"crucial":[80],"Specifically,":[88],"CPA-Enhancer":[89,107,139],"progressively":[90],"adapts":[91],"its":[92],"enhancement":[93,112],"strategies":[94],"the":[96,132],"step-by-step":[97],"guidance":[98],"of":[99,131],"CoT":[100],"prompts":[101],"that":[102,114,138],"encode":[103],"degradation-related":[104],"information.":[105],"Overall,":[106],"plug-and-play":[110],"lightweight":[111],"model":[113],"can":[115],"be":[116],"integrated":[117],"into":[118],"any":[119,128],"pipeline":[121],"and":[122],"trained":[123],"with":[124],"task-related":[125],"losses,":[126],"without":[127],"prior":[129],"knowledge":[130],"type.":[134],"Extensive":[135],"experiments":[136],"demonstrate":[137],"significantly":[140],"improves":[141],"performance":[142],"across":[143],"various":[144],"The":[150],"codes":[151],"available":[153],"at":[154],"https://github.com/zyw-stu/CPA-Enhancer.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":9}],"updated_date":"2026-08-09T07:27:16.801131","created_date":"2025-10-10T00:00:00"}
