{"id":"https://openalex.org/W4405362230","doi":"https://doi.org/10.1109/twc.2024.3512652","title":"Alternate Learning-Based SNR-Adaptive Sparse Semantic Visual Transmission","display_name":"Alternate Learning-Based SNR-Adaptive Sparse Semantic Visual Transmission","publication_year":2024,"publication_date":"2024-12-13","ids":{"openalex":"https://openalex.org/W4405362230","doi":"https://doi.org/10.1109/twc.2024.3512652"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2024.3512652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2024.3512652","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Wireless Communications","raw_type":"journal-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/A5070212282","display_name":"Siyu Tong","orcid":"https://orcid.org/0009-0002-1634-8135"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyu Tong","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0009-0002-1634-8135","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101053364","display_name":"Xiaoxue Yu","orcid":"https://orcid.org/0009-0008-1098-7589"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxue Yu","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0009-0008-1098-7589","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014842979","display_name":"Rongpeng Li","orcid":"https://orcid.org/0000-0003-4297-5060"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongpeng Li","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0003-4297-5060","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030637649","display_name":"Kun Ping Lu","orcid":"https://orcid.org/0000-0002-0734-1567"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Lu","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","Zhejiang University, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036831868","display_name":"Zhifeng Zhao","orcid":"https://orcid.org/0000-0002-5479-7890"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Zhao","raw_affiliation_strings":["Zhejiang Lab and the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-5479-7890","affiliations":[{"raw_affiliation_string":"Zhejiang Lab and the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692","https://openalex.org/I4210123185","https://openalex.org/I168879160"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100626780","display_name":"Honggang Zhang","orcid":"https://orcid.org/0000-0003-1492-1364"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honggang Zhang","raw_affiliation_strings":["Zhejiang Lab and the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0003-1492-1364","affiliations":[{"raw_affiliation_string":"Zhejiang Lab and the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692","https://openalex.org/I4210123185","https://openalex.org/I168879160"]},{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4077,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82864578,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"24","issue":"2","first_page":"1737","last_page":"1752"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9508000016212463,"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"}},"topics":[{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9508000016212463,"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"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9351999759674072,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9340999722480774,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/computer-science","display_name":"Computer science","score":0.7849340438842773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5068319439888},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4926348328590393},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39170607924461365},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36534547805786133},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14043578505516052}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7849340438842773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5068319439888},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4926348328590393},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39170607924461365},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36534547805786133},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14043578505516052}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/twc.2024.3512652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2024.3512652","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4802220448","display_name":null,"funder_award_id":"BDIC-2023-B-001","funder_id":"https://openalex.org/F4320322687","funder_display_name":"Chongqing University of Posts and Telecommunications"},{"id":"https://openalex.org/G5459816226","display_name":"\u57fa\u4e8e\u4e1a\u52a1\u611f\u77e5\u7684\u5185\u751f\u667a\u80fd\u901a\u4fe1\u7f51\u7edc\u7814\u7a76","funder_award_id":"62071425","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6722698454","display_name":"\u9762\u5411\u79fb\u52a8\u5206\u5e03\u5f0f\u667a\u80fd\u4e1a\u52a1\u7684\u4efb\u52a1\u4e2d\u5fc3\u7f51\u7edc","funder_award_id":"LR23F010005","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G7215740136","display_name":null,"funder_award_id":"2024YFE0200600","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322687","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2040903332","https://openalex.org/W2146395539","https://openalex.org/W2562896936","https://openalex.org/W2741137940","https://openalex.org/W2789254838","https://openalex.org/W2919234133","https://openalex.org/W2946889564","https://openalex.org/W2963084599","https://openalex.org/W2963149687","https://openalex.org/W2963174256","https://openalex.org/W2999283151","https://openalex.org/W3001370401","https://openalex.org/W3009465071","https://openalex.org/W3016715915","https://openalex.org/W3033934410","https://openalex.org/W3036851434","https://openalex.org/W3113050802","https://openalex.org/W3138516171","https://openalex.org/W3166791908","https://openalex.org/W3177376120","https://openalex.org/W3194089470","https://openalex.org/W3206899736","https://openalex.org/W3207645655","https://openalex.org/W4225379312","https://openalex.org/W4230167402","https://openalex.org/W4309400187","https://openalex.org/W4312051474","https://openalex.org/W4313350178","https://openalex.org/W4372348936","https://openalex.org/W4381785866","https://openalex.org/W4385245566","https://openalex.org/W4388040481","https://openalex.org/W4388426819","https://openalex.org/W4388628378","https://openalex.org/W4388739236","https://openalex.org/W4393252833","https://openalex.org/W4400409682","https://openalex.org/W4403827281","https://openalex.org/W4405800317","https://openalex.org/W6679045638","https://openalex.org/W6738494155","https://openalex.org/W6741002519","https://openalex.org/W6779669310","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6783922587","https://openalex.org/W6787972765","https://openalex.org/W6788990321","https://openalex.org/W6790617156","https://openalex.org/W6801356198","https://openalex.org/W6853140940"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Semantic":[0],"Communication":[1],"(SemCom)":[2],"demonstrates":[3],"strong":[4],"superiority":[5],"over":[6],"conventional":[7],"bit-level":[8],"accurate":[9],"transmission,":[10,71],"by":[11,143,150],"only":[12],"attempting":[13],"to":[14,51,111,164,191,199],"recover":[15],"the":[16,27,36,53,85,96,103,113,116,130,158,165,171,175,201],"essential":[17],"semantic":[18,166],"information":[19],"of":[20,38,55,137,160],"data.":[21],"Nevertheless,":[22],"most":[23],"SemCom":[24,63,226],"works":[25],"train":[26],"whole":[28],"system":[29,64],"in":[30,45,108,115,139,174],"an":[31,59,66],"End-to-End":[32],"(E2E)":[33],"way,":[34],"with":[35,65,195],"assumption":[37],"a":[39,120,134,146,180,196],"differentiable":[40],"channel":[41,205,221],"which":[42],"is":[43,124,186],"rare":[44],"reality":[46],"applications.":[47],"In":[48,118],"this":[49],"paper,":[50],"tackle":[52],"non-differentiability":[54,114],"channels,":[56],"we":[57],"propose":[58],"alternate":[60],"learning-based":[61],"sparse":[62,135],"SNR-adaptive":[67],"capability":[68],"for":[69,126],"visual":[70],"named":[72],"SparseSBC-SADM.":[73],"Specially,":[74],"SparseSBC-SADM":[75,212],"leverages":[76],"two":[77],"separate":[78],"Deep":[79],"Neural":[80],"Network":[81],"(DNN)-based":[82],"models":[83],"at":[84,189],"transmitter":[86],"(TX)":[87],"and":[88,98,155,215,223],"receiver":[89],"(RX),":[90],"respectively.":[91],"It":[92],"alternates":[93],"between":[94],"learning":[95],"encoding":[97],"decoding":[99],"processes,":[100],"rather":[101],"than":[102],"joint":[104],"optimization":[105],"commonly":[106],"found":[107],"existing":[109],"literature,":[110],"solve":[112],"channel.":[117],"particular,":[119],"\u201cself-critic\u201d":[121],"training":[122],"scheme":[123],"leveraged":[125],"stable":[127],"training.":[128],"Moreover,":[129],"DNN-based":[131],"TX":[132],"generates":[133],"set":[136],"bits":[138],"deduced":[140],"\u201csemantic":[141],"bases\u201d,":[142],"further":[144],"incorporating":[145],"binary":[147],"quantization":[148],"module":[149],"combining":[151],"Compressive":[152],"Sensing":[153],"(CS)":[154],"DNN":[156],"on":[157],"basis":[159],"minimal":[161],"detrimental":[162],"effect":[163],"accuracy.":[167],"Furthermore,":[168],"enlightened":[169],"from":[170],"denoising":[172],"steps":[173],"Denoising":[176,183],"Diffusion":[177],"Model":[178],"(DDM),":[179],"lightweight,":[181],"SNR-Adaptive":[182],"Module":[184],"(SADM)":[185],"provisionally":[187],"deployed":[188],"RX":[190],"improve":[192],"data":[193],"reconstruction":[194],"gate":[197],"mechanism":[198],"determine":[200],"activation":[202],"under":[203,219],"poor":[204],"conditions.":[206],"Extensive":[207],"simulation":[208],"results":[209],"validate":[210],"that":[211],"shows":[213],"efficient":[214],"effective":[216],"transmission":[217],"performance":[218],"various":[220],"conditions,":[222],"outperforms":[224],"typical":[225],"solutions.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-10-10T00:00:00"}