{"id":"https://openalex.org/W7140619183","doi":"https://doi.org/10.1109/iciis69028.2026.11450731","title":"A Hybrid Semantic-Syntactic Video Codec with CNN-Transformer Encoding and VVC Residual Coding","display_name":"A Hybrid Semantic-Syntactic Video Codec with CNN-Transformer Encoding and VVC Residual Coding","publication_year":2026,"publication_date":"2026-01-16","ids":{"openalex":"https://openalex.org/W7140619183","doi":"https://doi.org/10.1109/iciis69028.2026.11450731"},"language":null,"primary_location":{"id":"doi:10.1109/iciis69028.2026.11450731","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciis69028.2026.11450731","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 19th International Conference on Industrial and Information Systems (ICIIS)","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/A5113285066","display_name":"Thanuj Fernando","orcid":"https://orcid.org/0009-0000-3336-620X"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thanuj Fernando","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116697222","display_name":"Nimesh Pollwaththage","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nimesh Pollwaththage","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092044961","display_name":"Prabhath Samarathunga","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Prabhath Samarathunga","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096199405","display_name":"Udara Jayasinghe","orcid":"https://orcid.org/0009-0000-1332-9786"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Udara Jayasinghe","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111809199","display_name":"Joseph El Gemayel","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joseph El Gemayel","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111819494","display_name":"Anil Fernando","orcid":null},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anil Fernando","raw_affiliation_strings":["University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde,Department of Computer and Information Sciences,Glasgow,UK","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181647926"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30377858,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"79","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.3700000047683716,"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":0.3700000047683716,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.12359999865293503,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.11890000104904175,"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/encoding","display_name":"Encoding (memory)","score":0.5663999915122986},{"id":"https://openalex.org/keywords/codec","display_name":"Codec","score":0.54830002784729},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.48669999837875366},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.46380001306533813},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.3856000006198883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.699400007724762},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.5663999915122986},{"id":"https://openalex.org/C161765866","wikidata":"https://www.wikidata.org/wiki/Q184748","display_name":"Codec","level":2,"score":0.54830002784729},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.48669999837875366},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.46380001306533813},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37310001254081726},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34040001034736633},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3336000144481659},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.3082999885082245},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.2913999855518341},{"id":"https://openalex.org/C143184774","wikidata":"https://www.wikidata.org/wiki/Q3020846","display_name":"Deblocking filter","level":2,"score":0.2754000127315521}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iciis69028.2026.11450731","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciis69028.2026.11450731","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 19th International Conference on Industrial and Information Systems (ICIIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1995875735","https://openalex.org/W2140199336","https://openalex.org/W2146395539","https://openalex.org/W2265864126","https://openalex.org/W2592055010","https://openalex.org/W2798514732","https://openalex.org/W2946889564","https://openalex.org/W3134818623","https://openalex.org/W3188414697","https://openalex.org/W4285742007","https://openalex.org/W4312637554","https://openalex.org/W4367061008","https://openalex.org/W4384703227","https://openalex.org/W4385245566","https://openalex.org/W4387090765","https://openalex.org/W4388937137","https://openalex.org/W4396766221","https://openalex.org/W4400679606","https://openalex.org/W4401567689","https://openalex.org/W4406728152"],"related_works":[],"abstract_inverted_index":{"The":[0,106],"paradigm":[1],"of":[2,17,153],"semantic":[3,35,118,155],"communication":[4],"offers":[5],"a":[6,24,38,47,55,59,63,103],"promising":[7],"path":[8],"to":[9,61,73],"advance":[10],"video":[11,27,77],"compression":[12,163],"beyond":[13],"the":[14,86,89,97,113,117,121,129,151],"diminishing":[15],"returns":[16],"traditional":[18],"syntactic":[19,158],"standards.":[20],"This":[21,67],"paper":[22],"proposes":[23],"novel":[25],"hybrid":[26],"codec":[28,40],"that":[29,139],"synergistically":[30],"integrates":[31],"deep":[32],"learning":[33],"for":[34,41,81,134,161],"extraction":[36],"with":[37,120,125,157],"conventional":[39],"residual":[42,87,159],"refinement.":[43],"Our":[44],"framework":[45],"processes":[46],"GOP":[48,93],"through":[49],"an":[50,75,126],"end-to-end":[51],"learned":[52],"encoder,":[53],"combining":[54,116],"CNN-based":[56],"autoencoder":[57],"and":[58,71,91,99,146],"transformer":[60],"extract":[62],"compact,":[64],"multi-dimensional":[65],"LSR.":[66],"LSR":[68],"is":[69,94,110,132],"transmitted":[70],"decoded":[72,122],"reconstruct":[74],"initial":[76],"sequence.":[78],"To":[79],"compensate":[80],"any":[82],"lost":[83],"textual":[84],"details,":[85],"between":[88],"original":[90],"reconstructed":[92],"calculated":[95],"at":[96,112],"encoder":[98],"efficiently":[100],"compressed":[101],"using":[102],"VVC":[104,145],"codec.":[105],"final":[107],"high-quality":[108],"reconstruction":[109],"achieved":[111],"decoder":[114],"by":[115],"output":[119],"residual.":[123],"Trained":[124],"MSE":[127],"loss,":[128],"proposed":[130],"method":[131],"evaluated":[133],"rate-distortion":[135],"performance.":[136],"Results":[137],"demonstrate":[138],"our":[140],"approach":[141],"consistently":[142],"outperforms":[143],"state-of-the-art":[144],"HEVC":[147],"standard":[148],"codecs,":[149],"confirming":[150],"efficacy":[152],"merging":[154],"priors":[156],"coding":[160],"superior":[162],"efficiency.":[164]},"counts_by_year":[],"updated_date":"2026-03-28T06:11:35.319607","created_date":"2026-03-27T00:00:00"}
