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dc.date.accessioned | 2022-08-30T16:59:31Z | |
dc.date.available | 2022-08-30T16:59:31Z | |
dc.date.issued | 2021 | |
dc.identifier.uri | http://sedici.unlp.edu.ar/handle/10915/141291 | |
dc.description.abstract | The goal of this work is to propose possible improvements on one of the latest models for Video Action Recognition based on currently existing attention mechanisms. We took a model architecture that uses 2 sub-models in paralell: one based on Optical Flow and the other based on the video itself, and proposed the following improvements: adding mixed precision in the training loop, using a Ranger optimizer instead of SGD, and expanding the Attention Mechanism. The video database used for this work was the EGTEA+ that is a action database of first person videos of daily activities. | en |
dc.format.extent | 36-39 | es |
dc.language | en | es |
dc.subject | First Person Vision | es |
dc.subject | Human Computer Interaction | es |
dc.subject | Action Recognition | es |
dc.subject | Attention module | es |
dc.title | An efficient action detection from first person vision with attention model | en |
dc.type | Objeto de conferencia | es |
sedici.identifier.uri | http://50jaiio.sadio.org.ar/pdfs/saiv/SAIV-08.pdf | es |
sedici.identifier.issn | 2683-8990 | es |
sedici.creator.person | Straminsky, Axel | es |
sedici.creator.person | Jacobo, Julio | es |
sedici.creator.person | Buemi, María Elena | es |
sedici.subject.materias | Ciencias Informáticas | es |
sedici.description.fulltext | true | es |
mods.originInfo.place | Sociedad Argentina de Informática e Investigación Operativa | es |
sedici.subtype | Objeto de conferencia | es |
sedici.rights.license | Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported (CC BY-NC-SA 3.0) | |
sedici.rights.uri | http://creativecommons.org/licenses/by-nc-sa/3.0/ | |
sedici.date.exposure | 2021-10 | |
sedici.relation.event | II Simposio Argentino de Imágenes y Visión (SAIV 2021) - JAIIO 50 (Modalidad virtual) | es |
sedici.description.peerReview | peer-review | es |