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An Analysis On the Effect of Skip Connections in Fully Convolutional Networks for License Plate Localization [Tam Evrişimli Aǧlardaki Atlama Baǧlantilarinin Plaka Konumu Bulmaya Etkisi Üzerine Bir İnceleme]

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dc.contributor.author Akagündüz, Erdem
dc.contributor.author Uzun, Engin
dc.date.accessioned 2020-05-10T05:22:52Z
dc.date.available 2020-05-10T05:22:52Z
dc.date.issued 2019
dc.identifier.citation Uzun, E.; Akagunduz, E., "An Analysis On the Effect of Skip Connections in Fully Convolutional Networks for License Plate Localization [Tam Evrişimli Aǧlardaki Atlama Baǧlantilarinin Plaka Konumu Bulmaya Etkisi Üzerine Bir İnceleme]", 27th Signal Processing and Communications Applications Conference, Sıu 2019, (2019). tr_TR
dc.identifier.isbn 978-172811904-5
dc.identifier.uri http://hdl.handle.net/20.500.12416/3678
dc.description.abstract In this study, the effect of the skip connections, which are seen in fully convolutional networks, on object localization is analyzed. For this purpose, a local data set for plate detection is created. Experiments are carried out using this data set. Due to the small size of the image set, data augmentation method is used to overcome the danger of over-fitting. The learning rates of the first layers are frozen for analysis and finetuning is applied to only the last layer and deconvolution layers. The results obtained are compared with the results of other image sets. The results indicate the importance of the information provided by the skip connections on object localization. tr_TR
dc.language.iso tur tr_TR
dc.publisher Institute of Electrical and Electronics Engineers Inc. tr_TR
dc.relation.isversionof 10.1109/SIU.2019.8806344 tr_TR
dc.rights info:eu-repo/semantics/openAccess tr_TR
dc.subject Convolutional Neural Networks tr_TR
dc.subject Computer Vision tr_TR
dc.subject Object Localization tr_TR
dc.subject Deep Learning tr_TR
dc.subject Skip Connection tr_TR
dc.title An Analysis On the Effect of Skip Connections in Fully Convolutional Networks for License Plate Localization [Tam Evrişimli Aǧlardaki Atlama Baǧlantilarinin Plaka Konumu Bulmaya Etkisi Üzerine Bir İnceleme] tr_TR
dc.type conferenceObject tr_TR
dc.relation.journal 27th Signal Processing and Communications Applications Conference, Sıu 2019 tr_TR
dc.contributor.authorID 233834 tr_TR
dc.contributor.department Çankaya Üniversitesi, Mühendislik Fakültesi, Elektrik Elektronik Mühendisliği Bölümü tr_TR


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