{"id":"https://openalex.org/W2918195969","doi":"https://doi.org/10.1109/tencon.2018.8650544","title":"An Aesthetic Preference Prediction System for Assessing Natural Images Based on Photo Complexity and Composition Evaluation","display_name":"An Aesthetic Preference Prediction System for Assessing Natural Images Based on Photo Complexity and Composition Evaluation","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2918195969","doi":"https://doi.org/10.1109/tencon.2018.8650544","mag":"2918195969"},"language":"en","primary_location":{"id":"doi:10.1109/tencon.2018.8650544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2018.8650544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2018 - 2018 IEEE Region 10 Conference","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/A5062650429","display_name":"Chin\u2010Shyurng Fahn","orcid":"https://orcid.org/0000-0001-5071-1984"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chin-Shyurng Fahn","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036407312","display_name":"Jiun-Yan Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jiun-Yan Pan","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082325380","display_name":"Meng-Luen Wu","orcid":"https://orcid.org/0000-0002-8017-8073"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Meng-Luen Wu","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18737855,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"42","issue":null,"first_page":"0634","last_page":"0639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998000264167786,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998000264167786,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9934999942779541,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9916999936103821,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7246585488319397},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7187873721122742},{"id":"https://openalex.org/keywords/sort","display_name":"sort","score":0.5894562602043152},{"id":"https://openalex.org/keywords/photography","display_name":"Photography","score":0.5704963207244873},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5666322112083435},{"id":"https://openalex.org/keywords/sobel-operator","display_name":"Sobel operator","score":0.4852595031261444},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.44519996643066406},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4408869743347168},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42967894673347473},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.41042670607566833},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.37700405716896057},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.25562596321105957},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.23103836178779602},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17453926801681519},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.15559011697769165}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7246585488319397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7187873721122742},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.5894562602043152},{"id":"https://openalex.org/C119657128","wikidata":"https://www.wikidata.org/wiki/Q11633","display_name":"Photography","level":2,"score":0.5704963207244873},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5666322112083435},{"id":"https://openalex.org/C30703548","wikidata":"https://www.wikidata.org/wiki/Q1757673","display_name":"Sobel operator","level":5,"score":0.4852595031261444},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.44519996643066406},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4408869743347168},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42967894673347473},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.41042670607566833},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37700405716896057},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.25562596321105957},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.23103836178779602},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17453926801681519},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.15559011697769165},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tencon.2018.8650544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2018.8650544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2018 - 2018 IEEE Region 10 Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:tkuir.lib.tku.edu.tw:987654321/120105","is_oa":false,"landing_page_url":"https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/120105","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1511924373","https://openalex.org/W1566135517","https://openalex.org/W1884352239","https://openalex.org/W1976414467","https://openalex.org/W1989098886","https://openalex.org/W1996667837","https://openalex.org/W2048835603","https://openalex.org/W2056380823","https://openalex.org/W2083946367","https://openalex.org/W2119996282","https://openalex.org/W2170658603","https://openalex.org/W2529088810","https://openalex.org/W3103942587","https://openalex.org/W6630520941","https://openalex.org/W6639452943"],"related_works":["https://openalex.org/W2362890552","https://openalex.org/W2392642780","https://openalex.org/W1985441784","https://openalex.org/W2378303881","https://openalex.org/W55503292","https://openalex.org/W2380681794","https://openalex.org/W2386107049","https://openalex.org/W3212250818","https://openalex.org/W4225576506","https://openalex.org/W2188469964"],"abstract_inverted_index":{"Photo":[0],"aesthetics":[1,50,112],"is":[2,117,146,167,199],"a":[3,15,45],"field":[4],"in":[5,40,95,193],"computer":[6],"vision,":[7],"which":[8],"aims":[9],"at":[10],"analyzing":[11],"the":[12,18,73,85,115,121,124,141,143,153,164,171,185,188,194,197],"beautifulness":[13],"of":[14,20,123],"photo.":[16],"With":[17],"advancement":[19],"imaging":[21],"technology,":[22],"people":[23],"capture":[24],"and":[25,63,77,88,91,114,134,192],"produce":[26],"photos":[27],"easily":[28],"but":[29],"they":[30],"find":[31],"it":[32],"difficult":[33],"to":[34,83,119,169,180,201],"sort":[35],"out":[36],"good":[37],"ones.":[38],"Therefore,":[39],"this":[41],"paper,":[42],"we":[43],"propose":[44],"method":[46,166],"for":[47,52,100,110,138],"efficient":[48],"photo":[49,111,172],"analysis":[51,102],"quality":[53,174],"classification.":[54],"We":[55],"developed":[56],"some":[57,89],"features":[58,93],"based":[59],"on":[60,65],"human":[61],"psychology":[62],"criterions":[64],"photography,":[66],"including":[67],"complexity,":[68,87],"texture,":[69],"color,":[70],"composition.":[71],"Particularly,":[72],"Sobel":[74],"edge":[75],"detector":[76],"Harris":[78],"corner":[79],"points":[80],"are":[81,98,108,136],"extracted":[82],"assess":[84],"image":[86,131],"color":[90],"composition":[92],"proposed":[94,125,165],"previous":[96],"literature":[97],"improved":[99],"better":[101],"accuracy.The":[103],"supervised":[104],"machine":[105],"learning":[106],"methods":[107],"applied":[109],"analysis,":[113],"SVM":[116],"used":[118,137],"measure":[120],"effectiveness":[122],"features.":[126],"In":[127,140,184],"our":[128],"experiments,":[129],"both":[130],"databases":[132],"CUHKPQ":[133,144,195],"CUHK":[135,154],"evaluation.":[139],"experiment,":[142],"dataset":[145,155],"divided":[147],"into":[148],"seven":[149],"thematic":[150],"categories,":[151],"whereas":[152],"contains":[156],"all":[157],"categories.":[158],"The":[159],"experimental":[160],"results":[161],"show":[162],"that":[163],"able":[168],"classify":[170],"aesthetic":[173],"efficiently":[175],"with":[176],"lower":[177],"dimension":[178],"compared":[179],"other":[181],"related":[182],"work.":[183],"CHUK":[186],"dataset,":[187,196],"accuracy":[189,198],"above":[190],"88.72%":[191],"up":[200],"96.4%.":[202]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}