{"id":"https://openalex.org/W4293519007","doi":"https://doi.org/10.1109/icme52920.2022.9859719","title":"Mixed Color Channels (MCC): A Universal Module for Mixed Sample Data Augmentation Methods","display_name":"Mixed Color Channels (MCC): A Universal Module for Mixed Sample Data Augmentation Methods","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4293519007","doi":"https://doi.org/10.1109/icme52920.2022.9859719"},"language":"en","primary_location":{"id":"doi:10.1109/icme52920.2022.9859719","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme52920.2022.9859719","pdf_url":null,"source":{"id":"https://openalex.org/S4363607799","display_name":"2022 IEEE International Conference on Multimedia and Expo (ICME)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Multimedia and Expo (ICME)","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/A5100677319","display_name":"Wei Yang","orcid":"https://orcid.org/0000-0001-5068-1439"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Wei","raw_affiliation_strings":["School of Cyber Engineering Xidian University,China","Shaanxi Key Laboratory of Network and System Security, China","School of Cyber Engineering Xidian University, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Engineering Xidian University,China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network and System Security, China","institution_ids":[]},{"raw_affiliation_string":"School of Cyber Engineering Xidian University, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012016098","display_name":"Jianfeng Ma","orcid":"https://orcid.org/0000-0003-4251-1143"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Ma","raw_affiliation_strings":["School of Cyber Engineering Xidian University,China","School of Cyber Engineering Xidian University, China","Shaanxi Key Laboratory of Network and System Security, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Engineering Xidian University,China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Cyber Engineering Xidian University, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network and System Security, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014861105","display_name":"Zhongyuan Jiang","orcid":"https://orcid.org/0000-0001-8249-9711"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyuan Jiang","raw_affiliation_strings":["School of Cyber Engineering Xidian University,China","School of Cyber Engineering Xidian University, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Engineering Xidian University,China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Cyber Engineering Xidian University, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064113420","display_name":"Bin Xiao","orcid":"https://orcid.org/0000-0001-8469-5302"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xiao","raw_affiliation_strings":["School of Computer Science and Technology Chongqing University of Posts and Telecommunication,China","School of Computer Science and Technology Chongqing University of Posts and Telecommunication, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology Chongqing University of Posts and Telecommunication,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Computer Science and Technology Chongqing University of Posts and Telecommunication, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100677319"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.2399,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.57828319,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":0.9993000030517578,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9983000159263611,"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/robustness","display_name":"Robustness (evolution)","score":0.7864477634429932},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7042258977890015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6237354874610901},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.605404257774353},{"id":"https://openalex.org/keywords/extensibility","display_name":"Extensibility","score":0.5488142371177673},{"id":"https://openalex.org/keywords/color-model","display_name":"Color model","score":0.45119237899780273},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4407760202884674},{"id":"https://openalex.org/keywords/mixing","display_name":"Mixing (physics)","score":0.43182235956192017},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41492709517478943},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40428072214126587},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3052275478839874},{"id":"https://openalex.org/keywords/color-space","display_name":"Color space","score":0.17781031131744385},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.14337405562400818}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7864477634429932},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7042258977890015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6237354874610901},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.605404257774353},{"id":"https://openalex.org/C32833848","wikidata":"https://www.wikidata.org/wiki/Q4115054","display_name":"Extensibility","level":2,"score":0.5488142371177673},{"id":"https://openalex.org/C36262787","wikidata":"https://www.wikidata.org/wiki/Q2294018","display_name":"Color model","level":4,"score":0.45119237899780273},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4407760202884674},{"id":"https://openalex.org/C138777275","wikidata":"https://www.wikidata.org/wiki/Q6884054","display_name":"Mixing (physics)","level":2,"score":0.43182235956192017},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41492709517478943},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40428072214126587},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3052275478839874},{"id":"https://openalex.org/C2961294","wikidata":"https://www.wikidata.org/wiki/Q166863","display_name":"Color space","level":3,"score":0.17781031131744385},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.14337405562400818},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme52920.2022.9859719","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme52920.2022.9859719","pdf_url":null,"source":{"id":"https://openalex.org/S4363607799","display_name":"2022 IEEE International Conference on Multimedia and Expo (ICME)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5538951345","display_name":null,"funder_award_id":"62121001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1930824406","https://openalex.org/W2117539524","https://openalex.org/W2121058967","https://openalex.org/W2162749542","https://openalex.org/W2192954843","https://openalex.org/W2194775991","https://openalex.org/W2296249689","https://openalex.org/W2302255633","https://openalex.org/W2741137940","https://openalex.org/W2746314669","https://openalex.org/W2765407302","https://openalex.org/W2954996726","https://openalex.org/W2962971773","https://openalex.org/W2963372104","https://openalex.org/W2963645458","https://openalex.org/W2964137095","https://openalex.org/W2987150909","https://openalex.org/W2992308087","https://openalex.org/W2994088087","https://openalex.org/W3014816689","https://openalex.org/W3037204200","https://openalex.org/W3101659800","https://openalex.org/W3175248300","https://openalex.org/W6713132643","https://openalex.org/W6741917639","https://openalex.org/W6743428213","https://openalex.org/W6762226699","https://openalex.org/W6776050412","https://openalex.org/W6779565119"],"related_works":["https://openalex.org/W1948607442","https://openalex.org/W4247766898","https://openalex.org/W2044615423","https://openalex.org/W2361584951","https://openalex.org/W3004004161","https://openalex.org/W2365327041","https://openalex.org/W4244765761","https://openalex.org/W4225348249","https://openalex.org/W31122515","https://openalex.org/W2466086502"],"abstract_inverted_index":{"Color":[0,89],"invariance":[1],"is":[2,63],"critical":[3],"for":[4,71],"computer":[5],"vision":[6],"systems":[7],"since":[8,32],"it":[9,68],"significantly":[10],"increases":[11],"the":[12,17,50,56,98,113],"robustness":[13],"and":[14,23,37,100,127],"effectiveness":[15],"of":[16,52,59],"system.":[18],"MSDA":[19,122],"approaches":[20,48],"(e.g.,":[21],"FMix":[22],"CutMix)":[24],"have":[25],"attracted":[26],"considerable":[27],"attention":[28],"in":[29],"recent":[30],"years":[31],"they":[33],"are":[34],"simple,":[35],"effective,":[36],"do":[38],"not":[39,64],"require":[40],"extra":[41],"computation":[42],"con-sumption.":[43],"By":[44],"mixing":[45,97],"samples,":[46],"these":[47,60],"extend":[49],"distribution":[51],"training":[53],"samples.":[54],"However,":[55],"color":[57,76,94,102,110],"information":[58],"mixed":[61],"samples":[62],"changed,":[65],"which":[66,104],"makes":[67],"still":[69],"difficult":[70],"trained":[72,106],"models":[73,107],"to":[74,108,134],"achieve":[75,109],"invariance.":[77,111],"To":[78],"address":[79],"this":[80],"issue,":[81],"we":[82,116],"propose":[83],"a":[84,131],"universal":[85],"module":[86],"called":[87],"Mixed":[88],"Channels":[90],"(MCC)":[91],"that":[92],"implements":[93],"changes":[95],"by":[96],"sample":[99],"its":[101,125,136],"variants,":[103],"enables":[105],"In":[112],"experimen-tal":[114],"section,":[115],"insert":[117],"MCC":[118,129],"into":[119,130],"four":[120],"state-of-the-art":[121],"approaches,":[123],"evaluate":[124],"effectiveness,":[126],"embed":[128],"non-MSDA":[132],"method":[133],"demonstrate":[135],"extensibility.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
