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Paired and Unpaired Deep Generative Models on Multimodal Retinal Image Reconstruction
dc.contributor.author | Hervella, Álvaro S. | |
dc.contributor.author | Rouco, J. | |
dc.contributor.author | Novo Buján, Jorge | |
dc.contributor.author | Ortega Hortas, Marcos | |
dc.date.accessioned | 2019-09-10T16:21:56Z | |
dc.date.available | 2019-09-10T16:21:56Z | |
dc.date.issued | 2019-08-07 | |
dc.identifier.citation | HERVELLA, Álvaro, et al. Paired and Unpaired Deep Generative Models on Multimodal Retinal Image Reconstruction. En Multidisciplinary Digital Publishing Institute Proceedings. 2019. p. 45. | es_ES |
dc.identifier.issn | 2504-3900 | |
dc.identifier.uri | http://hdl.handle.net/2183/23906 | |
dc.description.abstract | [Abstract] This work explores the use of paired and unpaired data for training deep neural networks in the multimodal reconstruction of retinal images. Particularly, we focus on the reconstruction of fluorescein angiography from retinography, which are two complementary representations of the eye fundus. The performed experiments allow to compare the paired and unpaired alternatives. | es_ES |
dc.description.sponsorship | Instituto de Salud Carlos III; DTS18/00136 | es_ES |
dc.description.sponsorship | Ministerio de Ciencia, Innovación y Universidades; DPI2015-69948-R | es_ES |
dc.description.sponsorship | Ministerio de Ciencia, Innovación y Universidades; RTI2018-095894-B-I00 | es_ES |
dc.description.sponsorship | Xunta de Galicia; ED431G/01 | es_ES |
dc.description.sponsorship | Xunta de Galicia; ED431C 2016-047 | es_ES |
dc.description.sponsorship | Xunta de Galicia; ED481A-2017/328. | es_ES |
dc.language.iso | eng | es_ES |
dc.publisher | M D P I AG | es_ES |
dc.relation.uri | https://doi.org/10.3390/proceedings2019021045 | es_ES |
dc.subject | Deep learning | es_ES |
dc.subject | Generative adversarial networks | es_ES |
dc.subject | Eye fundus | es_ES |
dc.subject | Multimodal | es_ES |
dc.title | Paired and Unpaired Deep Generative Models on Multimodal Retinal Image Reconstruction | es_ES |
dc.type | info:eu-repo/semantics/conferenceObject | es_ES |
dc.rights.access | info:eu-repo/semantics/openAccess | es_ES |
UDC.journalTitle | Proceedings | es_ES |
UDC.volume | 21 | es_ES |
UDC.issue | 1 | es_ES |
UDC.startPage | 45 | es_ES |
dc.identifier.doi | 10.3390/proceedings2019021045 | |
UDC.conferenceTitle | 2nd XoveTIC Conference, A Coruña, Spain, 5–6 September 2019. | es_ES |