dc.date.accessioned | 2020-03-04T19:56:41Z | |
dc.date.available | 2020-03-04T19:56:41Z | |
dc.date.created | 2020-03-03T12:41:35Z | |
dc.date.issued | 2019 | |
dc.identifier.citation | Rokkones, Anders Skibeli Uddin, Md Zia Tørresen, Jim . Facial Expression Recognition Using Robust Local Directional Strength Pattern Features and Recurrent Neural Network. Proceedings of IEEE International Conference on Consumer Electronics-Berlin. 2019, 2019-September, 283-288 | |
dc.identifier.uri | http://hdl.handle.net/10852/73695 | |
dc.description.abstract | This work proposes a novel facial expression recognition approach to contribute to better human-machine interactions. To do that, edge features in facial expression images are combined with a recurrent neural network (RNN) to classify different facial expressions. Robust edge features are first obtained by using Local Directional Strength Pattern (LDSP) and applied with RNN. This LDSP-RNN approach achieves superior recognition performance than other conventional approaches on a randomly distributed training and testing datasets obtained from a public dataset. The proposed approach should be useful for various practical applications such as a robot analyzing and understanding different human emotions from facial expressions based on robotic vision. | |
dc.language | EN | |
dc.title | Facial Expression Recognition Using Robust Local Directional Strength Pattern Features and Recurrent Neural Network | |
dc.type | Book chapter | |
dc.creator.author | Rokkones, Anders Skibeli | |
dc.creator.author | Uddin, Md Zia | |
dc.creator.author | Tørresen, Jim | |
cristin.unitcode | 185,15,5,45 | |
cristin.unitname | ML Maskinlæring | |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |
dc.identifier.cristin | 1799246 | |
dc.identifier.bibliographiccitation | info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=Proceedings of IEEE International Conference on Consumer Electronics-Berlin&rft.volume=2019-September&rft.spage=283&rft.date=2019 | |
dc.identifier.jtitle | Proceedings of IEEE International Conference on Consumer Electronics-Berlin | |
dc.identifier.volume | 2019-September | |
dc.identifier.startpage | 283 | |
dc.identifier.endpage | 288 | |
dc.identifier.doi | https://doi.org/10.1109/ICCE-Berlin47944.2019.8966234 | |
dc.identifier.urn | URN:NBN:no-76794 | |
dc.type.document | Bokkapittel | |
dc.type.peerreviewed | Peer reviewed | |
dc.source.issn | 2166-6814 | |
dc.identifier.fulltext | Fulltext https://www.duo.uio.no/bitstream/handle/10852/73695/4/IEEECE-Berlin_Paper.pdf | |
dc.type.version | AcceptedVersion | |