{"id":"https://openalex.org/W3088524582","doi":"https://doi.org/10.1109/tip.2020.3023773","title":"Cascaded Attention Guidance Network for Single Rainy Image Restoration","display_name":"Cascaded Attention Guidance Network for Single Rainy Image Restoration","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3088524582","doi":"https://doi.org/10.1109/tip.2020.3023773","mag":"3088524582","pmid":"https://pubmed.ncbi.nlm.nih.gov/32966217"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2020.3023773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2020.3023773","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Transactions on Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100334018","display_name":"Guoqing Wang","orcid":"https://orcid.org/0000-0002-3938-5994"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Guoqing Wang","raw_affiliation_strings":["CSIRO Data61, Epping, NSW, Australia","School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Data61, Epping, NSW, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041589060","display_name":"Changming Sun","orcid":"https://orcid.org/0000-0001-5943-1989"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Changming Sun","raw_affiliation_strings":["CSIRO Data61, Epping, NSW, Australia","School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Data61, Epping, NSW, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]},{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055952724","display_name":"Arcot Sowmya","orcid":"https://orcid.org/0000-0001-9236-5063"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arcot Sowmya","raw_affiliation_strings":["School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100334018"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I31746571","https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":1.0747,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.79916986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"29","issue":null,"first_page":"9190","last_page":"9203"},"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":0.9993000030517578,"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/T10688","display_name":"Image and Signal Denoising Methods","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.688947856426239},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5631436109542847},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5080914497375488},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.5036105513572693},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.46975234150886536},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44206273555755615},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.42732810974121094},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42614784836769104},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.4151979982852936},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.411773681640625},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25091496109962463},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.11345493793487549}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.688947856426239},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5631436109542847},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5080914497375488},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.5036105513572693},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.46975234150886536},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44206273555755615},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.42732810974121094},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42614784836769104},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.4151979982852936},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.411773681640625},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25091496109962463},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.11345493793487549},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2020.3023773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2020.3023773","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:32966217","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32966217","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"},{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1906770428","https://openalex.org/W2047710600","https://openalex.org/W2099471712","https://openalex.org/W2121396509","https://openalex.org/W2121927366","https://openalex.org/W2154815154","https://openalex.org/W2209874411","https://openalex.org/W2466666260","https://openalex.org/W2508457857","https://openalex.org/W2509784253","https://openalex.org/W2611104282","https://openalex.org/W2613155248","https://openalex.org/W2626739722","https://openalex.org/W2726456930","https://openalex.org/W2740982616","https://openalex.org/W2764207251","https://openalex.org/W2884068670","https://openalex.org/W2887181327","https://openalex.org/W2896911342","https://openalex.org/W2912435603","https://openalex.org/W2913360047","https://openalex.org/W2930755307","https://openalex.org/W2953096069","https://openalex.org/W2962793481","https://openalex.org/W2962835968","https://openalex.org/W2963073614","https://openalex.org/W2963085671","https://openalex.org/W2963163163","https://openalex.org/W2963767194","https://openalex.org/W2963800716","https://openalex.org/W2963866045","https://openalex.org/W2964101377","https://openalex.org/W2964212750","https://openalex.org/W2967584026","https://openalex.org/W2972451158","https://openalex.org/W2974467376","https://openalex.org/W2980047233","https://openalex.org/W2982763192","https://openalex.org/W2991350899","https://openalex.org/W3007307317","https://openalex.org/W3009606699","https://openalex.org/W3021784717","https://openalex.org/W3028045870","https://openalex.org/W3034242291","https://openalex.org/W3035326127","https://openalex.org/W3104725225","https://openalex.org/W4320013936","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6753755972","https://openalex.org/W6776441310","https://openalex.org/W6967019552"],"related_works":["https://openalex.org/W2373577936","https://openalex.org/W2953234277","https://openalex.org/W2022849497","https://openalex.org/W3081299480","https://openalex.org/W2407190427","https://openalex.org/W2919210741","https://openalex.org/W2907584218","https://openalex.org/W3002446410","https://openalex.org/W4390224712","https://openalex.org/W4322096758"],"abstract_inverted_index":{"Restoring":[0],"a":[1,38,82,89,141,154,167,194],"rainy":[2,44,234],"image":[3,45],"with":[4,42,47],"raindrops":[5,226],"or":[6,46,227],"rainstreaks":[7,228],"of":[8,37,59],"varying":[9],"scales,":[10],"directions,":[11],"and":[12,79,100,109,116,186,232,236],"densities":[13],"is":[14,51,77,93,137,161,170,238],"an":[15,68],"extremely":[16],"challenging":[17],"task.":[18],"Recent":[19],"approaches":[20],"attempt":[21],"to":[22,31,54,118,139,172,181,197,240],"leverage":[23],"the":[24,43,57,86,97,106,110,119,128,134,151,174,199,204],"rain":[25,111],"distribution":[26,40,112],"(e.g.,":[27],"location)":[28],"as":[29,75,81,179],"prior":[30],"generate":[32,182],"satisfactory":[33],"results.":[34,202],"However,":[35],"concatenation":[36],"single":[39],"map":[41,99,113,130],"intermediate":[48],"feature":[49],"maps":[50,206],"too":[52],"simplistic":[53],"fully":[55],"exploit":[56],"advantages":[58],"such":[60],"priors.":[61],"To":[62],"further":[63],"explore":[64],"this":[65,126,211],"valuable":[66],"information,":[67],"advanced":[69],"cascaded":[70],"attention":[71,98,129],"guidance":[72],"network,":[73],"dubbed":[74],"CAG-Net,":[76],"formulated":[78],"designed":[80,171],"three-stage":[83],"model.":[84],"In":[85,125,150],"first":[87,135],"stage,":[88,127,153],"multitask":[90],"learning":[91,159],"network":[92,132,169],"constructed":[94],"for":[95,122,146,213,224],"producing":[96],"coarse":[101,107],"de-raining":[102,187,201],"results":[103,108,123,244],"simultaneously.":[104],"Subsequently,":[105],"are":[114,190,207,221],"concatenated":[115],"fed":[117],"second":[120],"stage":[121,136,212],"refinement.":[124],"generation":[131],"from":[133,176,229],"used":[138],"formulate":[140],"novel":[142,155],"semantic":[143],"consistency":[144],"loss":[145,217],"better":[147,183,243],"detail":[148],"recovery.":[149],"third":[152],"pyramidal":[156],"\"whereand-":[157],"how\"":[158],"mechanism":[160],"formulated.":[162],"At":[163],"each":[164],"pyramid":[165],"level,":[166],"two-branch":[168],"take":[173],"features":[175,185],"previous":[177],"stages":[178],"inputs":[180],"attention-guidance":[184],"features,":[188],"which":[189],"then":[191],"combined":[192],"via":[193],"gating":[195],"scheme":[196],"produce":[198,241],"final":[200],"Moreover,":[203],"uncertainty":[205],"also":[208],"generated":[209],"in":[210],"more":[214],"accurate":[215],"pixel-wise":[216],"calculation.":[218],"Extensive":[219],"experiments":[220],"carried":[222],"out":[223],"removing":[225],"both":[230],"synthetic":[231],"real":[233],"images,":[235],"CAG-Net":[237],"demonstrated":[239],"significantly":[242],"than":[245],"state-of-the-art":[246],"models.":[247],"Code":[248],"will":[249],"be":[250],"publicly":[251],"available":[252],"after":[253],"paper":[254],"acceptance.":[255]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
