Publicación:
Exploring double cross cyclic interpolation in unpaired image-to-image translation
Exploring double cross cyclic interpolation in unpaired image-to-image translation
| dc.contributor.author | Lopez J. | es_PE |
| dc.contributor.author | Mauricio A. | es_PE |
| dc.contributor.author | Camara G. | es_PE |
| dc.date.accessioned | 2024-05-30T23:13:38Z | |
| dc.date.available | 2024-05-30T23:13:38Z | |
| dc.date.issued | 2019 | |
| dc.description.abstract | The unpaired image-to-image translation consists of transferring a sample a in the domain A to an analog sample b in the domain B without intensive pixel-to-pixel supervision. The current vision focuses on learning a generative function that maps both domains but ignoring the latent information, although its exploration is not explicit supervision. This paper proposes a cross-domain GAN-based model to achieve a bi-directional translation guided by latent space supervision. The proposed architecture provides a double-loop cyclic reconstruction loss in an exchangeable training adopted to reduce mode collapse and enhance local details. Our proposal has outstanding results in visual quality, stability, and pixel-level segmentation metrics over different public datasets. | |
| dc.description.sponsorship | Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica - Concytec | |
| dc.identifier.doi | https://doi.org/10.1109/SIBGRAPI.2019.00025 | |
| dc.identifier.scopus | 2-s2.0-85077031640 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12390/2695 | |
| dc.language.iso | eng | |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
| dc.relation.ispartof | Proceedings - 32nd Conference on Graphics, Patterns and Images, SIBGRAPI 2019 | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | Unpaired Image to Image Translation | |
| dc.subject | Cross domain interpolation | es_PE |
| dc.subject | Latent space exploration | es_PE |
| dc.subject.ocde | http://purl.org/pe-repo/ocde/ford#2.02.03 | |
| dc.title | Exploring double cross cyclic interpolation in unpaired image-to-image translation | |
| dc.type | info:eu-repo/semantics/article | |
| dspace.entity.type | Publication | |
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