{"id":"https://openalex.org/W4401943790","doi":"https://doi.org/10.1109/iccp61108.2024.10644854","title":"Stereo-Knowledge Distillation from dpMV to Dual Pixels for Light Field Video Reconstruction","display_name":"Stereo-Knowledge Distillation from dpMV to Dual Pixels for Light Field Video Reconstruction","publication_year":2024,"publication_date":"2024-07-22","ids":{"openalex":"https://openalex.org/W4401943790","doi":"https://doi.org/10.1109/iccp61108.2024.10644854"},"language":"en","primary_location":{"id":"doi:10.1109/iccp61108.2024.10644854","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccp61108.2024.10644854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Computational Photography (ICCP)","raw_type":"proceedings-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/A5101328071","display_name":"Aryan Garg","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Aryan Garg","raw_affiliation_strings":["Indian Institute of Technology,Madras"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Madras","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098749027","display_name":"Raghav Mallampali","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Raghav Mallampali","raw_affiliation_strings":["Indian Institute of Technology,Madras"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Madras","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101322307","display_name":"Akshat Joshi","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Akshat Joshi","raw_affiliation_strings":["Indian Institute of Technology,Madras"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Madras","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060857781","display_name":"Shrisudhan Govindarajan","orcid":"https://orcid.org/0000-0002-3546-8223"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shrisudhan Govindarajan","raw_affiliation_strings":["Indian Institute of Technology,Madras"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Madras","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006862080","display_name":"Kaushik Mitra","orcid":"https://orcid.org/0000-0001-6747-9050"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kaushik Mitra","raw_affiliation_strings":["Indian Institute of Technology,Madras"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Madras","institution_ids":["https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101328071"],"corresponding_institution_ids":["https://openalex.org/I24676775"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1327155,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","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/T10531","display_name":"Advanced Vision and Imaging","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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9988999962806702,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9983999729156494,"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":0.6802365183830261},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6577937006950378},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6073629856109619},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.591098964214325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5854842662811279},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5235480666160583},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4762692153453827},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.44223538041114807},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.42130976915359497},{"id":"https://openalex.org/keywords/light-field","display_name":"Light field","score":0.42017993330955505},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12222084403038025},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.08271577954292297}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6802365183830261},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6577937006950378},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6073629856109619},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.591098964214325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5854842662811279},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5235480666160583},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4762692153453827},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.44223538041114807},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.42130976915359497},{"id":"https://openalex.org/C48983235","wikidata":"https://www.wikidata.org/wiki/Q593161","display_name":"Light field","level":2,"score":0.42017993330955505},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12222084403038025},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.08271577954292297},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp61108.2024.10644854","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccp61108.2024.10644854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Computational Photography (ICCP)","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":99,"referenced_works":["https://openalex.org/W63091017","https://openalex.org/W1821462560","https://openalex.org/W1921093919","https://openalex.org/W1951771206","https://openalex.org/W2012210378","https://openalex.org/W2133665775","https://openalex.org/W2137313943","https://openalex.org/W2168790157","https://openalex.org/W2194775991","https://openalex.org/W2259424905","https://openalex.org/W2294370754","https://openalex.org/W2519683295","https://openalex.org/W2531409750","https://openalex.org/W2551052086","https://openalex.org/W2559655401","https://openalex.org/W2561238782","https://openalex.org/W2612113368","https://openalex.org/W2739879705","https://openalex.org/W2741885505","https://openalex.org/W2744570394","https://openalex.org/W2808434111","https://openalex.org/W2896892492","https://openalex.org/W2897594148","https://openalex.org/W2908510526","https://openalex.org/W2949374289","https://openalex.org/W2949657144","https://openalex.org/W2955639361","https://openalex.org/W2963140444","https://openalex.org/W2963163009","https://openalex.org/W2963587345","https://openalex.org/W2963872754","https://openalex.org/W2964288609","https://openalex.org/W2981612893","https://openalex.org/W2982083293","https://openalex.org/W2982242214","https://openalex.org/W2982579843","https://openalex.org/W2985299701","https://openalex.org/W2986015886","https://openalex.org/W2989720596","https://openalex.org/W2990138404","https://openalex.org/W2996290406","https://openalex.org/W3004127093","https://openalex.org/W3010383031","https://openalex.org/W3010610204","https://openalex.org/W3015735225","https://openalex.org/W3032997361","https://openalex.org/W3033529678","https://openalex.org/W3034368386","https://openalex.org/W3034801905","https://openalex.org/W3048402306","https://openalex.org/W3081167590","https://openalex.org/W3084371661","https://openalex.org/W3085249258","https://openalex.org/W3092203888","https://openalex.org/W3092948912","https://openalex.org/W3096678291","https://openalex.org/W3109234934","https://openalex.org/W3109585842","https://openalex.org/W3114632476","https://openalex.org/W3121404598","https://openalex.org/W3121523901","https://openalex.org/W3129247927","https://openalex.org/W3136416617","https://openalex.org/W3138154797","https://openalex.org/W3160694286","https://openalex.org/W3161617942","https://openalex.org/W3172099915","https://openalex.org/W3173727695","https://openalex.org/W3176368002","https://openalex.org/W3177732058","https://openalex.org/W3202741935","https://openalex.org/W3203100337","https://openalex.org/W4214493665","https://openalex.org/W4214520160","https://openalex.org/W4288402471","https://openalex.org/W4295312788","https://openalex.org/W4312247696","https://openalex.org/W4312388571","https://openalex.org/W4312657630","https://openalex.org/W4317542939","https://openalex.org/W4385259380","https://openalex.org/W4385490091","https://openalex.org/W4385805012","https://openalex.org/W4386066065","https://openalex.org/W4402727359","https://openalex.org/W6618372016","https://openalex.org/W6637551013","https://openalex.org/W6638523607","https://openalex.org/W6679909955","https://openalex.org/W6757585730","https://openalex.org/W6761901310","https://openalex.org/W6766978945","https://openalex.org/W6769906912","https://openalex.org/W6775583579","https://openalex.org/W6791776128","https://openalex.org/W6797790494","https://openalex.org/W6798159905","https://openalex.org/W6839102170","https://openalex.org/W6845869590"],"related_works":["https://openalex.org/W2085033728","https://openalex.org/W4285411112","https://openalex.org/W2171299904","https://openalex.org/W1647606319","https://openalex.org/W2922442631","https://openalex.org/W4390494008","https://openalex.org/W2053596378","https://openalex.org/W2168523118","https://openalex.org/W2073639911","https://openalex.org/W2043988397"],"abstract_inverted_index":{"Dual":[0],"pixels":[1,33],"contain":[2],"disparity":[3,11,30],"cues":[4],"arising":[5],"from":[6,20,31,114,132],"the":[7,79,149,196],"defocus":[8],"blur.":[9],"This":[10,37,57],"information":[12],"is":[13,34,148,193],"useful":[14],"for":[15,137],"many":[16,165],"vision":[17],"tasks":[18],"ranging":[19],"autonomous":[21],"driving":[22],"to":[23,49,88,155],"3D":[24],"creative":[25],"realism.":[26],"However,":[27],"directly":[28],"estimating":[29],"dual":[32,115],"less":[35],"accurate.":[36],"work":[38],"hypothesizes":[39],"that":[40,98],"distilling":[41],"high-precision":[42],"dark":[43,58,92,129],"stereo":[44],"knowledge,":[45],"implicitly":[46],"or":[47],"explicitly,":[48],"efficient":[50],"dual-pixel":[51,84],"student":[52],"networks":[53],"enables":[54],"faithful":[55,112],"reconstructions.":[56],"knowledge":[59,93,130],"distillation":[60,94,131],"should":[61],"also":[62],"alleviate":[63],"stereo-synchronization":[64],"setup":[65],"and":[66,73,81,127,151,186],"calibration":[67],"costs":[68],"while":[69,163],"dramatically":[70],"increasing":[71],"parameter":[72,171],"inference":[74,181],"time":[75],"efficiency.":[76],"We":[77,96],"collect":[78],"first":[80],"largest":[82],"3-view":[83],"video":[85,141,145],"dataset,":[86],"dpMV,":[87],"validate":[89],"our":[90],"explicit":[91],"hypothesis.":[95],"show":[97],"these":[99],"methods":[100],"outperform":[101],"purely":[102],"monocular":[103],"solutions,":[104],"especially":[105],"in":[106,160],"challenging":[107],"foreground-background":[108],"separation":[109],"regions":[110],"using":[111],"guidance":[113],"pixels.":[116],"Finally,":[117],"we":[118],"demonstrate":[119],"an":[120,133],"unconventional":[121],"use":[122],"case":[123],"unlocked":[124],"by":[125],"dpMV":[126],"implicit":[128,173],"ensemble":[134],"of":[135],"teachers":[136],"Light":[138],"Field":[139],"(LF)":[140],"reconstruction.":[142],"Our":[143],"LF":[144],"reconstruction":[146,161],"method":[147],"fastest":[150],"most":[152],"temporally":[153],"consistent":[154,180],"date.":[156],"It":[157],"remains":[158],"competitive":[159],"fidelity":[162],"offering":[164],"other":[166],"essential":[167],"properties":[168],"like":[169],"high":[170],"efficiency,":[172],"disocclusion":[174],"handling,":[175],"zero-shot":[176],"cross-dataset":[177],"transfer,":[178],"geometrically":[179],"on":[182],"higher":[183],"spatial-angular":[184],"resolutions,":[185],"adaptive":[187],"baseline":[188],"control.":[189],"All":[190],"source":[191],"code":[192],"available":[194],"at":[195],"repository":[197],"https://github.com/Aryan-Garg.":[198]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}