{"id":"https://openalex.org/W4383428585","doi":"https://doi.org/10.1109/tmm.2023.3292596","title":"DSS-Net: Dynamic Self-Supervised Network for Video Anomaly Detection","display_name":"DSS-Net: Dynamic Self-Supervised Network for Video Anomaly Detection","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4383428585","doi":"https://doi.org/10.1109/tmm.2023.3292596"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2023.3292596","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3292596","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","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/A5003052042","display_name":"Peihao Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peihao Wu","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100631558","display_name":"Wenqian Wang","orcid":"https://orcid.org/0000-0003-0285-9786"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqian Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-0285-9786","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070332088","display_name":"Faliang Chang","orcid":"https://orcid.org/0000-0003-1276-2267"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Faliang Chang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-1276-2267","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065058741","display_name":"Chunsheng Liu","orcid":"https://orcid.org/0000-0001-5516-2486"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunsheng Liu","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-5516-2486","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108156794","display_name":"Bin Wang","orcid":"https://orcid.org/0000-0002-3790-2708"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":6.0232,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.97195935,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"26","issue":null,"first_page":"2124","last_page":"2136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12357","display_name":"Digital Media Forensic Detection","score":0.994700014591217,"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":0.8597869873046875},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.636101245880127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46503275632858276},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.43581125140190125},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33450430631637573}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8597869873046875},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.636101245880127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46503275632858276},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.43581125140190125},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33450430631637573},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2023.3292596","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3292596","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6700000166893005}],"awards":[{"id":"https://openalex.org/G5535474515","display_name":null,"funder_award_id":"62176138","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8239702273","display_name":null,"funder_award_id":"62176136","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8636925473","display_name":null,"funder_award_id":"U22A2058","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1595717062","https://openalex.org/W1901129140","https://openalex.org/W1967456674","https://openalex.org/W2040321327","https://openalex.org/W2095640719","https://openalex.org/W2122361470","https://openalex.org/W2122646361","https://openalex.org/W2125105611","https://openalex.org/W2130349088","https://openalex.org/W2136655611","https://openalex.org/W2138092272","https://openalex.org/W2163612318","https://openalex.org/W2164261375","https://openalex.org/W2164489414","https://openalex.org/W2341058432","https://openalex.org/W2579718262","https://openalex.org/W2587789887","https://openalex.org/W2599354622","https://openalex.org/W2612327946","https://openalex.org/W2665124875","https://openalex.org/W2734591310","https://openalex.org/W2752782242","https://openalex.org/W2777342313","https://openalex.org/W2790413099","https://openalex.org/W2909889821","https://openalex.org/W2915683453","https://openalex.org/W2921906393","https://openalex.org/W2922509574","https://openalex.org/W2925312408","https://openalex.org/W2962791923","https://openalex.org/W2963061824","https://openalex.org/W2963073614","https://openalex.org/W2963495494","https://openalex.org/W2963541464","https://openalex.org/W2963610939","https://openalex.org/W2963899855","https://openalex.org/W2964232409","https://openalex.org/W2976482555","https://openalex.org/W2987228832","https://openalex.org/W2987385519","https://openalex.org/W3004943365","https://openalex.org/W3014352273","https://openalex.org/W3016045843","https://openalex.org/W3034292309","https://openalex.org/W3034523015","https://openalex.org/W3034552520","https://openalex.org/W3034671389","https://openalex.org/W3035240825","https://openalex.org/W3085932345","https://openalex.org/W3087924192","https://openalex.org/W3092704883","https://openalex.org/W3101768930","https://openalex.org/W3109269658","https://openalex.org/W3109306201","https://openalex.org/W3109466111","https://openalex.org/W3114278947","https://openalex.org/W3117185076","https://openalex.org/W3118707891","https://openalex.org/W3129071613","https://openalex.org/W3138284076","https://openalex.org/W3168984673","https://openalex.org/W3174053790","https://openalex.org/W3176309086","https://openalex.org/W3190308053","https://openalex.org/W3190318906","https://openalex.org/W3195968859","https://openalex.org/W3204239658","https://openalex.org/W3214544398","https://openalex.org/W4205848079","https://openalex.org/W4206517532","https://openalex.org/W4282937133","https://openalex.org/W4285163934","https://openalex.org/W4285293775","https://openalex.org/W4286901804","https://openalex.org/W4288064589","https://openalex.org/W4386071583","https://openalex.org/W6631190155","https://openalex.org/W6716109767","https://openalex.org/W6748102297","https://openalex.org/W6765581236","https://openalex.org/W6802617519","https://openalex.org/W6802941974","https://openalex.org/W6843259600","https://openalex.org/W6846116612"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Video":[0],"Anomaly":[1,117],"detection,":[2],"aiming":[3],"to":[4,32,39,59,75,81,105,121,136,141,153],"detect":[5],"the":[6,17,99,102,138,143,155,158,180],"abnormal":[7,45],"behaviors":[8],"in":[9,24,48],"surveillance":[10],"videos,":[11],"is":[12],"a":[13,53,72,112,149],"challenging":[14],"task":[15],"since":[16],"anomalous":[18,65,87,126,159],"events":[19,127],"are":[20],"diversified":[21,125],"and":[22,63,89,96,133,160,174],"complicated":[23],"different":[25,86],"situations.":[26],"And":[27,109],"this":[28,49],"makes":[29],"it":[30],"difficult":[31],"use":[33],"one":[34],"single":[35],"static":[36],"network":[37,74,79,104,140],"architecture":[38,80],"extract":[40,82,122],"useful":[41],"information":[42],"from":[43,85],"diverse":[44],"patterns.":[46,91],"Therefore,":[47],"article,":[50],"we":[51,70,93,110,147],"propose":[52],"novel":[54],"Dynamic":[55,118],"Self-Supervised":[56],"Network":[57],"(DSS-Net)":[58],"explore":[60],"both":[61,131],"spatial":[62,95],"temporal":[64],"information.":[66,145],"In":[67],"our":[68,165],"DSS-Net,":[69],"design":[71,114,148],"dynamic":[73,103,139],"adaptively":[76],"select":[77],"suitable":[78],"latent":[83],"features":[84,123],"patterns":[88],"normal":[90,132,161],"Specifically,":[92],"generate":[94],"temporalpseudo-abnormaldata":[97],"as":[98],"input":[100],"of":[101],"conduct":[106],"self-supervised":[107],"learning.":[108],"have":[111],"specific":[113],"on":[115,168],"Hybrid":[116],"Convolution":[119],"(HAD-Conv)":[120],"for":[124],"adaptively.":[128],"We":[129,163],"utilize":[130],"pseudo-abnormal":[134],"data":[135],"encourage":[137],"mine":[142],"discriminative":[144],"Furthermore,":[146],"feature":[150],"separation":[151],"loss":[152],"maximize":[154],"difference":[156],"between":[157],"videos.":[162],"evaluate":[164],"proposed":[166],"method":[167],"four":[169],"public":[170],"anomaly":[171],"detection":[172],"datasets":[173],"achieve":[175],"competitive":[176],"results":[177],"compared":[178],"with":[179],"state-of-the-art":[181],"approaches.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}