{"id":"https://openalex.org/W4206784731","doi":"https://doi.org/10.1109/avss52988.2021.9663810","title":"DAM: Dissimilarity Attention Module for Weakly-supervised Video Anomaly Detection","display_name":"DAM: Dissimilarity Attention Module for Weakly-supervised Video Anomaly Detection","publication_year":2021,"publication_date":"2021-11-16","ids":{"openalex":"https://openalex.org/W4206784731","doi":"https://doi.org/10.1109/avss52988.2021.9663810"},"language":"en","primary_location":{"id":"doi:10.1109/avss52988.2021.9663810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss52988.2021.9663810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 17th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-03523616","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015650149","display_name":"Snehashis Majhi","orcid":"https://orcid.org/0000-0002-9101-017X"},"institutions":[{"id":"https://openalex.org/I4210106545","display_name":"Research Centre Inria Sophia Antipolis - M\u00e9diterran\u00e9e","ror":"https://ror.org/01nzkaw91","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I201841394","https://openalex.org/I4210106545"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Snehashis Majhi","raw_affiliation_strings":["INRIA Sophia Antipolis, 2004 Route des Lucioles, Valbonne, France","STARS - Spatio-Temporal Activity Recognition Systems (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","CRISAM - Inria Sophia Antipolis - M\u00e9diterran\u00e9e (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INRIA Sophia Antipolis, 2004 Route des Lucioles, Valbonne, France","institution_ids":["https://openalex.org/I4210106545","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"STARS - Spatio-Temporal Activity Recognition Systems (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","institution_ids":[]},{"raw_affiliation_string":"CRISAM - Inria Sophia Antipolis - M\u00e9diterran\u00e9e (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","institution_ids":["https://openalex.org/I4210106545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057061455","display_name":"Srijan Das","orcid":"https://orcid.org/0000-0002-3373-6749"},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srijan Das","raw_affiliation_strings":["Stony Brook University, USA","Department of Computer Science [Stonybrook - NY] (Department of Computer Science * Stony Brook University, Stony Brook, NY 11794-4400 - United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stony Brook University, USA","institution_ids":["https://openalex.org/I59553526"]},{"raw_affiliation_string":"Department of Computer Science [Stonybrook - NY] (Department of Computer Science * Stony Brook University, Stony Brook, NY 11794-4400 - United States)","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037298642","display_name":"Fran\u00e7ois Br\u00e9mond","orcid":"https://orcid.org/0000-0003-2988-2142"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210106545","display_name":"Research Centre Inria Sophia Antipolis - M\u00e9diterran\u00e9e","ror":"https://ror.org/01nzkaw91","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283","https://openalex.org/I201841394","https://openalex.org/I4210106545"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Francois Bremond","raw_affiliation_strings":["INRIA Sophia Antipolis, 2004 Route des Lucioles, Valbonne, France","STARS - Spatio-Temporal Activity Recognition Systems (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","CRISAM - Inria Sophia Antipolis - M\u00e9diterran\u00e9e (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INRIA Sophia Antipolis, 2004 Route des Lucioles, Valbonne, France","institution_ids":["https://openalex.org/I4210106545","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"STARS - Spatio-Temporal Activity Recognition Systems (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","institution_ids":[]},{"raw_affiliation_string":"CRISAM - Inria Sophia Antipolis - M\u00e9diterran\u00e9e (2004 route des Lucioles BP 93 06902 Sophia Antipolis - France)","institution_ids":["https://openalex.org/I4210106545"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5015650149"],"corresponding_institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210106545"],"apc_list":null,"apc_paid":null,"fwci":1.9589,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.88945911,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"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/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":0.9980000257492065,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.8330214619636536},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.7427021265029907},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.742286741733551},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.7261279225349426},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6121932864189148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5392635464668274},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5306379199028015},{"id":"https://openalex.org/keywords/clips","display_name":"CLIPS","score":0.5208228826522827},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4773971140384674},{"id":"https://openalex.org/keywords/sliding-window-protocol","display_name":"Sliding window protocol","score":0.47645998001098633},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3721851706504822},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.3518867790699005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2670951783657074},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06836938858032227}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.8330214619636536},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.7427021265029907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.742286741733551},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.7261279225349426},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6121932864189148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5392635464668274},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5306379199028015},{"id":"https://openalex.org/C2778739407","wikidata":"https://www.wikidata.org/wiki/Q165372","display_name":"CLIPS","level":2,"score":0.5208228826522827},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4773971140384674},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.47645998001098633},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3721851706504822},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.3518867790699005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2670951783657074},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06836938858032227},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/avss52988.2021.9663810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss52988.2021.9663810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 17th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03523616v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03523616","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"AVSS 2021 - 17th IEEE International Conference on Advanced Video and Signal-based Surveillance, Nov 2021, online, United States. &#x27E8;10.1109/AVSS52988.2021.9663810&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03523616v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03523616","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"AVSS 2021 - 17th IEEE International Conference on Advanced Video and Signal-based Surveillance, Nov 2021, online, United States. &#x27E8;10.1109/AVSS52988.2021.9663810&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2110383222","https://openalex.org/W2138092272","https://openalex.org/W2163612318","https://openalex.org/W2164261375","https://openalex.org/W2341058432","https://openalex.org/W2921491036","https://openalex.org/W2962716148","https://openalex.org/W2963524571","https://openalex.org/W2963795951","https://openalex.org/W2970271202","https://openalex.org/W2990591396","https://openalex.org/W3018665999","https://openalex.org/W3035021504","https://openalex.org/W3080722105","https://openalex.org/W3089682612","https://openalex.org/W3099696441","https://openalex.org/W3193673868","https://openalex.org/W6766008006","https://openalex.org/W6773412580","https://openalex.org/W6800082456"],"related_works":["https://openalex.org/W2417253731","https://openalex.org/W2350469024","https://openalex.org/W2491583298","https://openalex.org/W2036154621","https://openalex.org/W2327827625","https://openalex.org/W2395860100","https://openalex.org/W795077857","https://openalex.org/W2376416463","https://openalex.org/W3014558862","https://openalex.org/W205872183"],"abstract_inverted_index":{"Video":[0],"anomaly":[1,15,44,134],"detection":[2,135],"under":[3],"weak":[4],"supervision":[5],"is":[6,128],"complicated":[7],"due":[8],"to":[9,41,58,61,91],"the":[10,14,43,80,89,100,116,142],"difficulties":[11],"in":[12,23,94],"identifying":[13],"and":[16,53,139,148,154],"normal":[17,47,63],"instances":[18,45,60],"during":[19],"training,":[20],"hence,":[21],"resulting":[22],"non-optimal":[24],"margin":[25],"of":[26,36,84,102,112],"separation.":[27],"In":[28,56],"this":[29],"paper,":[30],"we":[31,109],"propose":[32],"a":[33,73,85],"framework":[34,90,124],"consisting":[35],"Dissimilarity":[37],"Attention":[38],"Module":[39],"(DAM)":[40],"discriminate":[42],"from":[46],"ones":[48],"both":[49],"at":[50,159],"feature":[51],"level":[52],"score":[54],"level.":[55],"order":[57],"decide":[59],"be":[62,157],"or":[64],"anomaly,":[65],"DAM":[66,113,127],"takes":[67],"local":[68],"spatio-temporal":[69],"(i.e.":[70,96],"clips":[71],"within":[72],"video)":[74],"dissimilarities":[75,117],"into":[76],"account":[77],"rather":[78],"than":[79],"global":[81],"temporal":[82],"context":[83],"video.":[86],"This":[87],"allows":[88],"detect":[92],"anomalies":[93],"real-time":[95],"online)":[97],"scenarios":[98],"without":[99],"need":[101],"extra":[103],"window":[104],"buffer":[105],"time.":[106],"Further":[107],"more,":[108],"adopt":[110],"two-variants":[111],"for":[114],"learning":[115],"between":[118],"successive":[119],"video":[120],"clips.":[121],"The":[122,151],"proposed":[123],"along":[125],"with":[126],"validated":[129],"on":[130],"two":[131],"large":[132],"scale":[133],"datasets":[136],"i.e.":[137],"UCF-Crime":[138],"ShanghaiTech,":[140],"outperforming":[141],"online":[143],"state-of-the-art":[144],"approaches":[145],"by":[146],"1.5%":[147],"3.4%":[149],"respectively.":[150],"source":[152],"code":[153],"models":[155],"will":[156],"available":[158],"https://github.com/snehashismajhi/DAM-Anomaly-Detection":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
