{"id":"https://openalex.org/W4402352280","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651090","title":"StreamTinyNet: video streaming analysis with spatial-temporal TinyML","display_name":"StreamTinyNet: video streaming analysis with spatial-temporal TinyML","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402352280","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651090"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10651090","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10651090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2407.17524","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107079574","display_name":"Hazem Hesham Yousef Shalby","orcid":null},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Hazem Hesham Yousef Shalby","raw_affiliation_strings":["Politecnico di Milano,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045681032","display_name":"Massimo Pavan","orcid":"https://orcid.org/0000-0002-5964-5685"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Pavan","raw_affiliation_strings":["Politecnico di Milano,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035547226","display_name":"Manuel Roveri","orcid":"https://orcid.org/0000-0001-7828-7687"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Manuel Roveri","raw_affiliation_strings":["Politecnico di Milano,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107079574"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":0.4652,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63360546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9994999766349792,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9994999766349792,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9991999864578247,"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":0.9990000128746033,"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/computer-science","display_name":"Computer science","score":0.7260550856590271},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.4957908093929291},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.40810537338256836},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3610795736312866},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.28610265254974365}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7260550856590271},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.4957908093929291},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.40810537338256836},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3610795736312866},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.28610265254974365}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10651090","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10651090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2407.17524","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.17524","pdf_url":"https://arxiv.org/pdf/2407.17524","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:re.public.polimi.it:11311/1286923","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1286923","pdf_url":"https://re.public.polimi.it/bitstream/11311/1286923/1/StreamTinyNet_video_streaming_analysis_with_spatial-temporal_TinyML.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2407.17524","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.17524","pdf_url":"https://arxiv.org/pdf/2407.17524","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402352280.pdf","grobid_xml":"https://content.openalex.org/works/W4402352280.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1983364832","https://openalex.org/W2124319230","https://openalex.org/W2156303437","https://openalex.org/W2342657743","https://openalex.org/W2531409750","https://openalex.org/W2918626955","https://openalex.org/W2950027350","https://openalex.org/W2963122961","https://openalex.org/W2963155035","https://openalex.org/W2963163009","https://openalex.org/W2963465031","https://openalex.org/W2963526497","https://openalex.org/W2963840672","https://openalex.org/W2964728237","https://openalex.org/W3011347095","https://openalex.org/W3012362498","https://openalex.org/W3019321633","https://openalex.org/W3044604993","https://openalex.org/W3096106062","https://openalex.org/W3102775700","https://openalex.org/W3177141386","https://openalex.org/W3199421948","https://openalex.org/W4287118909","https://openalex.org/W4294000428","https://openalex.org/W4294068536","https://openalex.org/W4294975901","https://openalex.org/W4297775537","https://openalex.org/W4306178537","https://openalex.org/W4312975782","https://openalex.org/W4394650770","https://openalex.org/W6784581357"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2293038204","https://openalex.org/W3082618691"],"abstract_inverted_index":{"Tiny":[0],"Machine":[1,8],"Learning":[2,9],"(TinyML)":[3],"is":[4],"a":[5,13,66,71,96,125,143],"branch":[6],"of":[7,36,44,56,61,68,77,85,108,127,156,175],"(ML)":[10],"that":[11,130,134],"constitutes":[12],"bridge":[14],"between":[15],"the":[16,20,34,57,75,82,90,102,106,116,152,157,168,173],"ML":[17,37],"world":[18],"and":[19,29,48,154,165],"embedded":[21,27],"system":[22],"ecosystem":[23],"(i.e.,":[24],"Internet-of-Things":[25],"devices,":[26,28,88],"edge":[30],"computing":[31],"units),":[32],"enabling":[33,124],"execution":[35],"algorithms":[38],"on":[39,94,148,167],"devices":[40],"constrained":[41],"in":[42,64,70,105],"terms":[43],"memory,":[45],"computational":[46],"capabilities,":[47],"power":[49],"consumption.":[50],"Video":[51],"Streaming":[52],"Analysis":[53],"(VSA),":[54],"one":[55],"most":[58],"interesting":[59,79],"tasks":[60],"TinyML,":[62],"consists":[63],"scanning":[65],"sequence":[67],"frames":[69],"streaming":[72],"manner,":[73],"with":[74],"goal":[76],"identifying":[78],"patterns.":[80],"Given":[81],"strict":[83],"constraints":[84],"these":[86],"tiny":[87],"all":[89],"current":[91],"solutions":[92],"rely":[93],"performing":[95],"frame-by-frame":[97],"analysis,":[98],"hence":[99],"not":[100],"exploiting":[101],"temporal":[103],"component":[104],"stream":[107],"data.":[109],"In":[110],"this":[111],"paper,":[112],"we":[113],"present":[114],"StreamTinyNet,":[115],"first":[117],"TinyML":[118,144],"architecture":[119],"to":[120,138],"perform":[121],"multiple-frame":[122],"VSA,":[123],"variety":[126],"use":[128],"cases":[129],"requires":[131],"spatial-temporal":[132],"analysis":[133],"were":[135],"previously":[136],"impossible":[137],"be":[139],"carried":[140],"out":[141],"at":[142],"level.":[145],"Experimental":[146],"results":[147],"public-available":[149],"datasets":[150],"show":[151],"effectiveness":[153],"efficiency":[155],"proposed":[158],"solution.":[159],"Finally,":[160],"StreamTinyNet":[161],"has":[162],"been":[163],"ported":[164],"tested":[166],"Arduino":[169],"Nicla":[170],"Vision,":[171],"showing":[172],"feasibility":[174],"what":[176],"proposed.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
