{"id":"https://openalex.org/W7147738788","doi":"https://doi.org/10.1109/icaiic68212.2026.11454276","title":"A Survey on Deep Learning-Based Image Compression: Methods, Efficiency, and Open Challenges","display_name":"A Survey on Deep Learning-Based Image Compression: Methods, Efficiency, and Open Challenges","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7147738788","doi":"https://doi.org/10.1109/icaiic68212.2026.11454276"},"language":null,"primary_location":{"id":"doi:10.1109/icaiic68212.2026.11454276","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454276","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5107733307","display_name":"Ayalneh Bitew Wondmagegn","orcid":null},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ayalneh Bitew Wondmagegn","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119775319","display_name":"Ton That Tam Dinh","orcid":null},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ton That Tam Dinh","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099981067","display_name":"Thwe Thwe Win","orcid":null},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Thwe Thwe Win","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126429730","display_name":"Dongwook Won","orcid":null},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongwook Won","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041978875","display_name":"Sungrae Cho","orcid":"https://orcid.org/0000-0003-1879-688X"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungrae Cho","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University,Seoul,South Korea,06974","institution_ids":["https://openalex.org/I67900169"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I67900169"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.39954362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"108","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.9416999816894531,"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9416999816894531,"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":0.020899999886751175,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.015300000086426735,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/software-deployment","display_name":"Software deployment","score":0.6473000049591064},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5806000232696533},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.5249000191688538},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.48739999532699585},{"id":"https://openalex.org/keywords/codec","display_name":"Codec","score":0.4562999904155731},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.43389999866485596},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3855000138282776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7541000247001648},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6473000049591064},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5806000232696533},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.5249000191688538},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.48739999532699585},{"id":"https://openalex.org/C161765866","wikidata":"https://www.wikidata.org/wiki/Q184748","display_name":"Codec","level":2,"score":0.4562999904155731},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.43389999866485596},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41519999504089355},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3855000138282776},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38339999318122864},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3815000057220459},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3605000078678131},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.30300000309944153},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.29980000853538513},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28540000319480896},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.25769999623298645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic68212.2026.11454276","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454276","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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":22,"referenced_works":["https://openalex.org/W1891955497","https://openalex.org/W2039937002","https://openalex.org/W2293642747","https://openalex.org/W2529325954","https://openalex.org/W2545929884","https://openalex.org/W2604392022","https://openalex.org/W2981613960","https://openalex.org/W2982853315","https://openalex.org/W3003267478","https://openalex.org/W3027225766","https://openalex.org/W3034469748","https://openalex.org/W3097427031","https://openalex.org/W3159189647","https://openalex.org/W3173563913","https://openalex.org/W3180045188","https://openalex.org/W3200647619","https://openalex.org/W4205161126","https://openalex.org/W4385988927","https://openalex.org/W4388407888","https://openalex.org/W4390480875","https://openalex.org/W4390494417","https://openalex.org/W4408564651"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,64,119,126,143],"image":[4,36,148],"data":[5],"in":[6,54,67],"communication,":[7],"storage,":[8],"and":[9,19,30,51,78,83,90,96,109,122,129,145],"multimedia":[10],"applications":[11],"has":[12,39],"created":[13],"an":[14,55],"urgent":[15],"demand":[16],"for":[17,93],"efficient":[18],"adaptive":[20,94],"compression":[21,37,149],"techniques.":[22],"While":[23],"conventional":[24],"codecs":[25],"rely":[26],"on":[27],"handcrafted":[28],"transforms":[29],"fixed":[31],"statistical":[32],"models,":[33,76,81],"deep":[34],"learning-based":[35],"(DLIC)":[38],"emerged":[40],"as":[41,74,86,88],"a":[42,61,116,123],"powerful":[43],"alternative":[44],"by":[45],"jointly":[46],"optimizing":[47],"feature":[48],"extraction,":[49],"quantization,":[50],"entropy":[52,80,103],"modeling":[53],"end-to-end":[56],"manner.":[57],"This":[58],"survey":[59],"presents":[60],"structured":[62],"overview":[63],"recent":[65],"advances":[66],"DLIC,":[68],"covering":[69],"major":[70],"architectural":[71],"paradigms":[72],"such":[73],"autoencoder-based":[75],"hyperprior":[77],"autoregressive":[79],"attention-":[82],"transformer-based":[84],"designs,":[85],"well":[87],"variable-rate":[89],"slimmable":[91],"frameworks":[92],"bitrate":[95],"complexity":[97],"control.":[98],"Key":[99],"challenges":[100],"related":[101],"to":[102,139],"modeling,":[104],"computational":[105],"efficiency,":[106],"perception-distortion":[107],"trade-offs,":[108],"practical":[110],"deployment":[111,131],"are":[112,137],"discussed,":[113],"along":[114],"with":[115],"comparative":[117],"analysis":[118],"representative":[120],"methods":[121],"brief":[124],"review":[125],"standardization":[127],"efforts":[128],"real-world":[130],"considerations.":[132],"Finally,":[133],"open":[134],"research":[135],"directions":[136],"outlined":[138],"guide":[140],"the":[141],"development":[142],"scalable":[144],"deployment-ready":[146],"learned":[147],"systems.":[150]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2026-04-02T00:00:00"}