{"id":"https://openalex.org/W4400952546","doi":"https://doi.org/10.3390/rs16152707","title":"Unpaired Remote Sensing Image Dehazing Using Enhanced Skip Attention-Based Generative Adversarial Networks with Rotation Invariance","display_name":"Unpaired Remote Sensing Image Dehazing Using Enhanced Skip Attention-Based Generative Adversarial Networks with Rotation Invariance","publication_year":2024,"publication_date":"2024-07-24","ids":{"openalex":"https://openalex.org/W4400952546","doi":"https://doi.org/10.3390/rs16152707"},"language":"en","primary_location":{"id":"doi:10.3390/rs16152707","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16152707","pdf_url":"https://www.mdpi.com/2072-4292/16/15/2707/pdf?version=1721812185","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://www.mdpi.com/2072-4292/16/15/2707/pdf?version=1721812185","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013040225","display_name":"Yitong Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yitong Zheng","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000212361","display_name":"Jia Su","orcid":"https://orcid.org/0000-0003-0363-0625"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jia Su","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101557084","display_name":"Shun Zhang","orcid":"https://orcid.org/0000-0003-3380-8957"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shun Zhang","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074283278","display_name":"Mingliang Tao","orcid":"https://orcid.org/0000-0002-0329-7124"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingliang Tao","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100322864","display_name":"Lingling Wang","orcid":"https://orcid.org/0000-0003-0272-2974"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Wang","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000212361"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.0003,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76648523,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"15","first_page":"2707","last_page":"2707"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement 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"}},"topics":[{"id":"https://openalex.org/T11019","display_name":"Image Enhancement 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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9970999956130981,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.8552426099777222},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6491864919662476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5899636745452881},{"id":"https://openalex.org/keywords/image-translation","display_name":"Image translation","score":0.5735260844230652},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5540161728858948},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41874706745147705},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.4177265167236328},{"id":"https://openalex.org/keywords/rotation","display_name":"Rotation (mathematics)","score":0.4146993160247803},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2911420464515686}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8552426099777222},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6491864919662476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5899636745452881},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.5735260844230652},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5540161728858948},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41874706745147705},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.4177265167236328},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.4146993160247803},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2911420464515686},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16152707","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16152707","pdf_url":"https://www.mdpi.com/2072-4292/16/15/2707/pdf?version=1721812185","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:adb664f2a2184862bf5ef1ff8f8f491b","is_oa":true,"landing_page_url":"https://doaj.org/article/adb664f2a2184862bf5ef1ff8f8f491b","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 15, p 2707 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16152707","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16152707","pdf_url":"https://www.mdpi.com/2072-4292/16/15/2707/pdf?version=1721812185","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":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400952546.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1990592195","https://openalex.org/W2058333183","https://openalex.org/W2062993267","https://openalex.org/W2064076387","https://openalex.org/W2141704978","https://openalex.org/W2156936307","https://openalex.org/W2194775991","https://openalex.org/W2256362396","https://openalex.org/W2519481857","https://openalex.org/W2531409750","https://openalex.org/W2598581049","https://openalex.org/W2698984883","https://openalex.org/W2739540493","https://openalex.org/W2779176852","https://openalex.org/W2798876216","https://openalex.org/W2948606054","https://openalex.org/W2962754725","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W2963074253","https://openalex.org/W2963306157","https://openalex.org/W2963444790","https://openalex.org/W2963928582","https://openalex.org/W2964082983","https://openalex.org/W3041334470","https://openalex.org/W3089225446","https://openalex.org/W3109987092","https://openalex.org/W3122722247","https://openalex.org/W3149464429","https://openalex.org/W3156576334","https://openalex.org/W3176085218","https://openalex.org/W3176750081","https://openalex.org/W3204169305","https://openalex.org/W3204251553","https://openalex.org/W3207374033","https://openalex.org/W4309002249","https://openalex.org/W4312272867","https://openalex.org/W4319299887","https://openalex.org/W4393142641","https://openalex.org/W6647720530","https://openalex.org/W6719781927","https://openalex.org/W6797648503","https://openalex.org/W6802219089","https://openalex.org/W6802235484"],"related_works":["https://openalex.org/W3166978923","https://openalex.org/W2986947168","https://openalex.org/W2904276469","https://openalex.org/W3109545856","https://openalex.org/W2971888217","https://openalex.org/W2798873573","https://openalex.org/W2964287360","https://openalex.org/W4281389463","https://openalex.org/W3004088131","https://openalex.org/W2990774877"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,18,40,188],"image":[2,41,189],"dehazing":[3,42],"aims":[4],"to":[5,61,89,104,109,125,137,156,161,174,195],"enhance":[6,105],"the":[7,14,33,44,52,106,158,182],"visibility":[8],"of":[9,16,35,46,56,184],"hazy":[10,116],"images":[11,163],"and":[12,30,65,111,145,172],"improve":[13],"quality":[15],"remote":[17,39,187],"imagery,":[19],"which":[20],"is":[21],"essential":[22],"for":[23],"various":[24],"applications":[25,45],"such":[26,57],"as":[27],"object":[28],"detection":[29],"classification.":[31],"However,":[32],"lack":[34],"paired":[36],"data":[37],"in":[38,115,135,186],"enhances":[43],"unpaired":[47],"image-to-image":[48],"translation":[49],"methods.":[50,197],"Nonetheless,":[51],"considerable":[53],"parameter":[54],"size":[55],"methods":[58],"often":[59],"leads":[60],"prolonged":[62],"training":[63],"times":[64],"substantial":[66],"resource":[67],"consumption.":[68],"In":[69],"this":[70],"work,":[71],"we":[72,94,119,149],"propose":[73],"SPRGAN,":[74],"a":[75,96,151],"novel":[76],"approach":[77,130],"leveraging":[78],"Enhanced":[79],"Perlin":[80,132],"Noise-Based":[81],"Generative":[82],"Adversarial":[83],"Networks":[84],"(GANs)":[85],"with":[86,101],"Rotation":[87,152],"Invariance":[88],"address":[90],"these":[91],"challenges.":[92],"Firstly,":[93],"introduce":[95,150],"Spatial-Spectrum":[97],"Attention":[98],"(SSA)":[99],"mechanism":[100],"Skip-Attention":[102],"(SKIPAT)":[103],"model\u2019s":[107,159],"ability":[108,160],"interpret":[110],"process":[112],"spectral":[113],"information":[114],"images.":[117],"Additionally,":[118],"have":[120],"significantly":[121],"reduced":[122],"computational":[123],"overhead":[124],"streamline":[126],"processing.":[127],"Secondly,":[128],"our":[129],"combines":[131],"Noise":[133],"Masks":[134],"pre-training":[136],"simulate":[138],"real":[139],"foggy":[140],"conditions,":[141],"thereby":[142],"accelerating":[143],"convergence":[144],"enhancing":[146,169],"performance.":[147],"Then,":[148],"Loss":[153],"(RT":[154],"Loss)":[155],"ensure":[157],"dehaze":[162],"from":[164],"different":[165],"angles":[166],"uniformly,":[167],"thus":[168],"its":[170],"robustness":[171],"adaptability":[173],"diverse":[175],"scenarios.":[176],"At":[177],"last,":[178],"experimental":[179],"results":[180],"demonstrate":[181],"effectiveness":[183],"SPRGAN":[185],"dehazing,":[190],"achieving":[191],"better":[192],"performance":[193],"compared":[194],"state-of-the-art":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}