{"id":"https://openalex.org/W4321321602","doi":"https://doi.org/10.1109/tip.2022.3231087","title":"SIR: Self-Supervised Image Rectification via Seeing the Same Scene From Multiple Different Lenses","display_name":"SIR: Self-Supervised Image Rectification via Seeing the Same Scene From Multiple Different Lenses","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4321321602","doi":"https://doi.org/10.1109/tip.2022.3231087","pmid":"https://pubmed.ncbi.nlm.nih.gov/37018554"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2022.3231087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3231087","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/A5067812910","display_name":"Jinlong Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jinlong Fan","raw_affiliation_strings":["Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3221-8149","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100345321","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0001-6595-7661"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6595-7661","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101409300","display_name":"Dacheng Tao","orcid":"https://orcid.org/0000-0002-5979-578X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dacheng Tao","raw_affiliation_strings":["Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5979-578X","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":2.2336,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.89858272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"32","issue":null,"first_page":"865","last_page":"877"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9995999932289124,"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9995999932289124,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9994000196456909,"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/image-warping","display_name":"Image warping","score":0.7962100505828857},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.778630256652832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6599241495132446},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.5375210046768188},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47772452235221863},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45937833189964294},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.43244534730911255},{"id":"https://openalex.org/keywords/image-rectification","display_name":"Image rectification","score":0.4152526557445526},{"id":"https://openalex.org/keywords/rectification","display_name":"Rectification","score":0.33021992444992065},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.08335745334625244}],"concepts":[{"id":"https://openalex.org/C157202957","wikidata":"https://www.wikidata.org/wiki/Q1659609","display_name":"Image warping","level":2,"score":0.7962100505828857},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.778630256652832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6599241495132446},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.5375210046768188},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47772452235221863},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45937833189964294},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.43244534730911255},{"id":"https://openalex.org/C171614847","wikidata":"https://www.wikidata.org/wiki/Q1262415","display_name":"Image rectification","level":4,"score":0.4152526557445526},{"id":"https://openalex.org/C50942859","wikidata":"https://www.wikidata.org/wiki/Q4967193","display_name":"Rectification","level":3,"score":0.33021992444992065},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.08335745334625244},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2022.3231087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2022.3231087","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:37018554","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37018554","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":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.6800000071525574}],"awards":[{"id":"https://openalex.org/G3174610883","display_name":null,"funder_award_id":"IC-190100031","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G5711944514","display_name":null,"funder_award_id":"DP-180103424","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G7519899501","display_name":null,"funder_award_id":"FL-170100117","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G7983224991","display_name":null,"funder_award_id":"IH-180100002","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1579737001","https://openalex.org/W1819864338","https://openalex.org/W1861492603","https://openalex.org/W1910129379","https://openalex.org/W2021581587","https://openalex.org/W2026853674","https://openalex.org/W2030162913","https://openalex.org/W2045981185","https://openalex.org/W2054489417","https://openalex.org/W2075544016","https://openalex.org/W2097181751","https://openalex.org/W2103569660","https://openalex.org/W2108598243","https://openalex.org/W2121972999","https://openalex.org/W2133665775","https://openalex.org/W2138861612","https://openalex.org/W2150207818","https://openalex.org/W2150734399","https://openalex.org/W2194775991","https://openalex.org/W2202251471","https://openalex.org/W2403245979","https://openalex.org/W2507296351","https://openalex.org/W2592756114","https://openalex.org/W2600506995","https://openalex.org/W2611857613","https://openalex.org/W2732026016","https://openalex.org/W2737462926","https://openalex.org/W2796773185","https://openalex.org/W2798943056","https://openalex.org/W2883505290","https://openalex.org/W2902878200","https://openalex.org/W2903345161","https://openalex.org/W2914733350","https://openalex.org/W2957317972","https://openalex.org/W2959131783","https://openalex.org/W2962793481","https://openalex.org/W2962845008","https://openalex.org/W2962858109","https://openalex.org/W2963583471","https://openalex.org/W2964244417","https://openalex.org/W2964700958","https://openalex.org/W2979543786","https://openalex.org/W2982438521","https://openalex.org/W3000169940","https://openalex.org/W3013327562","https://openalex.org/W3015801139","https://openalex.org/W3023371261","https://openalex.org/W3034781633","https://openalex.org/W3098298012","https://openalex.org/W3109340983","https://openalex.org/W3133605536","https://openalex.org/W3177176136","https://openalex.org/W3178588163","https://openalex.org/W3204752223","https://openalex.org/W3209495915","https://openalex.org/W4210622169","https://openalex.org/W4230574202","https://openalex.org/W4285102147","https://openalex.org/W6741442539","https://openalex.org/W6765779288","https://openalex.org/W6774314701","https://openalex.org/W6774894947","https://openalex.org/W6797235774","https://openalex.org/W6804737594","https://openalex.org/W6810835471"],"related_works":["https://openalex.org/W2372715484","https://openalex.org/W2755641224","https://openalex.org/W2380251249","https://openalex.org/W2375893148","https://openalex.org/W139502281","https://openalex.org/W2392564394","https://openalex.org/W2001283968","https://openalex.org/W2126960140","https://openalex.org/W2371038066","https://openalex.org/W2370721955"],"abstract_inverted_index":{"Deep":[0],"learning":[1,161],"has":[2],"demonstrated":[3],"its":[4],"power":[5],"in":[6],"image":[7,72],"rectification":[8,62,73],"by":[9],"leveraging":[10],"the":[11,28,32,45,54,59,82,97,118,135,142,147,164,192,212],"representation":[12],"capacity":[13],"of":[14,48,56,85,88,115,121,214],"deep":[15],"neural":[16],"networks":[17],"via":[18],"supervised":[19,193],"training":[20],"based":[21,76],"on":[22,39,77,174],"a":[23,49,69,89,102,107,122,129,159,207],"large-scale":[24],"synthetic":[25,33,175],"dataset.":[26],"However,":[27],"model":[29,52],"may":[30],"overfit":[31],"images":[34,42,87,137,140,180],"and":[35,53,61,110,138,145,149,177,196,222],"generalize":[36],"not":[37],"well":[38],"real-world":[40,178],"fisheye":[41,179],"due":[43],"to":[44,133,158,210],"limited":[46],"universality":[47,213],"specific":[50,123],"distortion":[51,60,119,124,143,168,215],"lack":[55],"explicitly":[57],"modeling":[58],"process.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67,100],"propose":[68],"novel":[70],"self-supervised":[71,160,203],"(SIR)":[74],"method":[75,184,195,204],"an":[78],"important":[79],"insight":[80],"that":[81,182],"rectified":[83,136],"results":[84],"distorted":[86],"same":[90],"scene":[91],"from":[92,141],"different":[93],"lenses":[94],"should":[95],"be":[96,225],"same.":[98],"Specifically,":[99],"devise":[101],"new":[103],"network":[104],"architecture":[105],"with":[106],"shared":[108],"encoder":[109],"several":[111],"prediction":[112],"heads,":[113],"each":[114],"which":[116],"predicts":[117],"parameter":[120],"model.":[125],"We":[126],"further":[127],"leverage":[128],"differentiable":[130],"warping":[131],"module":[132],"generate":[134],"re-distorted":[139],"parameters":[144,169],"exploit":[146],"intra-":[148],"inter-model":[150],"consistency":[151],"between":[152],"them":[153],"during":[154],"training,":[155],"thereby":[156],"leading":[157],"scheme":[162],"without":[163],"need":[165],"for":[166],"ground-truth":[167],"or":[170,187],"normal":[171],"images.":[172],"Experiments":[173],"dataset":[176],"demonstrate":[181],"our":[183],"achieves":[185],"comparable":[186],"even":[188],"better":[189],"performance":[190],"than":[191],"baseline":[194],"representative":[197],"state-of-the-art":[198],"(SOTA)":[199],"methods.":[200],"The":[201],"proposed":[202],"also":[205],"provides":[206],"possible":[208],"way":[209],"improve":[211],"models":[216],"while":[217],"keeping":[218],"their":[219],"self-consistency.":[220],"Code":[221],"datasets":[223],"will":[224],"available":[226],"at":[227],"https://github.com/loong8888/SIR.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
