| Title: | X-Bridge: Image-to-Image Translation with Reconstruction Capabilities |
| Other Titles: | X-Bridge: Translace obrázků s rekonstrukčními kapacitami |
| Authors: | Gruber, Ivan Hrúz, Marek Železný, Miloš Karpov, Alexey |
| Citation: | GRUBER, I. HRÚZ, M. ŽELEZNÝ, M. KARPOV, A. X-Bridge: Image-to-Image Translation with Reconstruction Capabilities. In 23rd International Conference, SPECOM 2021, St. Petersburg, Russia, September 27–30, 2021, Proceedings. Cham: Springer, 2021. s. 238-249. ISBN: 978-3-030-87801-6 , ISSN: 0302-9743 |
| Issue Date: | 2021 |
| Publisher: | Springer |
| Document type: | konferenční příspěvek ConferenceObject |
| URI: | 2-s2.0-85116369882 http://hdl.handle.net/11025/47269 |
| ISBN: | 978-3-030-87801-6 |
| ISSN: | 0302-9743 |
| Keywords: | Translace obrázků;Generativní adversarialní sítě;Heterogenní rozpoznávání lidské tváře |
| Keywords in different language: | Image-to-image translation;Generative adversarial networks;Heterogeneous face recognition |
| Abstract in different language: | This work presents a novel method for image-to-image translation named X-Bridge. The method is based on a conditional adversarial network. X-Bridge is a supervised method build upon the Pix2pix approach, however, it extends the original system with an additional reconstruction path and a shared-latent space assumption between the original and the reconstruction path. With these modifications, we argue that the qualitative results provided by X-Bridge overcome other state-of-the-art methods in terms of similarity between translated and corresponding images, robustness, generalization capacity, and translated features preservation. This assumption is confirmed with provided quantitative results. We demonstrate the power of this approach on the challenging facial image-to-sketch translation task. Code is available at: https://github.com/YvanG/Cross-modal-Bridge. |
| Rights: | Plný text je přístupný v rámci univerzity přihlášeným uživatelům. © Springer |
| Appears in Collections: | Konferenční příspěvky / Conference Papers (KKY) Konferenční příspěvky / Conference papers (NTIS) OBD |
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| File | Size | Format | |
|---|---|---|---|
| Gruber2021_Chapter_X-BridgeImage-to-ImageTranslat.pdf | 2,6 MB | Adobe PDF | View/Open Request a copy |
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