{"id":"https://openalex.org/W4400703278","doi":"https://doi.org/10.48550/arxiv.2407.10181","title":"Multiscale Sliced Wasserstein Distances as Perceptual Color Difference\n Measures","display_name":"Multiscale Sliced Wasserstein Distances as Perceptual Color Difference\n Measures","publication_year":2024,"publication_date":"2024-07-14","ids":{"openalex":"https://openalex.org/W4400703278","doi":"https://doi.org/10.48550/arxiv.2407.10181"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.10181","pdf_url":"http://arxiv.org/pdf/2407.10181","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2407.10181","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101981289","display_name":"Jiaqi He","orcid":"https://orcid.org/0000-0001-9768-2156"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"He, Jiaqi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103286869","display_name":"Zhihua Wang","orcid":"https://orcid.org/0000-0003-0355-903X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Zhihua","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114223250","display_name":"Leon Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Leon","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079326978","display_name":"T. Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Tsein-I","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063013411","display_name":"Yuming Fang","orcid":"https://orcid.org/0000-0002-6946-3586"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fang, Yuming","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003856491","display_name":"Qilin Sun","orcid":"https://orcid.org/0000-0002-1906-9548"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Qilin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5020029652","display_name":"Kede Ma","orcid":"https://orcid.org/0000-0001-8608-1128"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Kede","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":83},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11666","display_name":"Color Science and Applications","score":0.9387,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11666","display_name":"Color Science and Applications","score":0.9387,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/color-difference","display_name":"Color difference","score":0.5040978}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.61067545},{"id":"https://openalex.org/C186991048","wikidata":"https://www.wikidata.org/wiki/Q1184883","display_name":"Color difference","level":3,"score":0.5040978},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.49108267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48826122},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46590644},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45315716},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.290914},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.10181","pdf_url":"http://arxiv.org/pdf/2407.10181","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.10181","pdf_url":"http://arxiv.org/pdf/2407.10181","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3116076068","https://openalex.org/W2951359407","https://openalex.org/W2775347418","https://openalex.org/W2772917594","https://openalex.org/W2755342338","https://openalex.org/W2229312674","https://openalex.org/W2166024367","https://openalex.org/W2079911747","https://openalex.org/W2058170566","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Contemporary":[0],"color":[1,19,35,80,90,93,168],"difference":[2],"(CD)":[3],"measures":[4,30],"for":[5,164],"photographic":[6,128],"images":[7],"typically":[8],"operate":[9],"by":[10,52],"comparing":[11],"co-located":[12],"pixels,":[13],"patches":[14,77],"in":[15,23,44,124,127,135,152],"a":[16,24,60,100,150,161],"``perceptually":[17],"uniform''":[18],"space,":[20],"or":[21],"features":[22],"learned":[25],"latent":[26],"space.":[27],"Consequently,":[28],"these":[29],"inadequately":[31],"capture":[32],"the":[33,48,66,86,136,153],"human":[34],"perception":[36],"of":[37,78,89,103,138],"misaligned":[38],"image":[39,139,165],"pairs,":[40],"which":[41,71],"are":[42,96],"prevalent":[43],"digital":[45],"photography":[46],"(e.g.,":[47],"same":[49],"scene":[50],"captured":[51],"different":[53],"smartphones).":[54],"In":[55],"this":[56],"paper,":[57],"we":[58,142],"describe":[59],"perceptual":[61,104],"CD":[62,120],"measure":[63,121,147],"based":[64],"on":[65],"multiscale":[67],"sliced":[68],"Wasserstein":[69],"distance,":[70],"facilitates":[72],"efficient":[73],"comparisons":[74],"between":[75],"non-local":[76],"similar":[79],"and":[81,94,113,130,156,166],"structure.":[82],"This":[83],"aligns":[84],"with":[85],"modern":[87],"understanding":[88],"perception,":[91],"where":[92],"structure":[95],"inextricably":[97],"interdependent":[98],"as":[99,149,160],"unitary":[101],"process":[102],"organization.":[105],"Meanwhile,":[106],"our":[107,119,146],"method":[108],"is":[109,173],"easy":[110],"to":[111],"implement":[112],"training-free.":[114],"Experimental":[115],"results":[116],"indicate":[117],"that":[118,145],"performs":[122],"favorably":[123],"assessing":[125],"CDs":[126],"images,":[129],"consistently":[131],"surpasses":[132],"competing":[133],"models":[134],"presence":[137],"misalignment.":[140],"Additionally,":[141],"empirically":[143],"verify":[144],"functions":[148],"metric":[151],"mathematical":[154],"sense,":[155],"show":[157],"its":[158],"promise":[159],"loss":[162],"function":[163],"video":[167],"transfer":[169],"tasks.":[170],"The":[171],"code":[172],"available":[174],"at":[175],"https://github.com/real-hjq/MS-SWD.":[176]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4400703278","counts_by_year":[],"updated_date":"2025-01-20T23:38:35.691373","created_date":"2024-07-17"}