Reference TypeConference Proceedings
Citation KeySouzaChávJrAraú:2010:ViDeVi
Author1 Souza, Fillipe Dias Moreira de
2 Chávez, Guillermo Cámara
3 Jr. , Eduardo Alves do Valle
4 Araújo, Arnaldo de Albuquerque
Affiliation1 Federal University of Minas Gerais
2 Federal University of Ouro Preto
3 University of Campinas
4 Federal University of Minas Gerais
TitleViolence Detection in Video Using Spatio-Temporal Features
Conference NameConference on Graphics, Patterns and Images, 23 (SIBGRAPI)
EditorBellon, Olga
Esperança, Claudio
Book TitleProceedings
DateAug. 30 - Sep. 3, 2010
Publisher CityLos Alamitos
PublisherIEEE Computer Society
Conference LocationGramado
Keywordsviolence detection, spatio-temporal features, bags of visual words, SVM.
AbstractIn this paper we presented a violence detector built on the concept of visual codebooks using linear support vector machines. It differs from the existing works of violence detection in what concern the data representation, as none has considered local spatio-temporal features with bags of visual words. An evaluation of the importance of local spatio-temporal features for characterizing the multimedia content is conducted through the cross-validation method. The results obtained confirm that motion patterns are crucial to distinguish violence from regular activities in comparison with visual descriptors that rely solely on the space domain.
Tertiary TypeFull Paper
FormatPrinted, On-line.
Size907 KiB
Number of Files1
Target File70763SIBGRAPI2010.pdf
Last Update2010:
Metadata Last Update2010: {D 2010}
Document Stagecompleted
Is the master or a copy?is the master
Content TypeExternal Contribution
source Directory Contentthere are no files
agreement Directory Contentthere are no files
History2010-10-01 04:19:40 :: -> :: 2010
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Access Date2020, Nov. 26