Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386395775> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4386395775 abstract "Recent advancements in real image editing have been attributed to the exploration of Generative Adversarial Networks (GANs) latent space. However, the main challenge of this procedure is GAN inversion, which aims to map the image to the latent space accurately. Existing methods that work on extended latent space $W+$ are unable to achieve low distortion and high editability simultaneously. To address this issue, we propose an approach which works in native latent space $W$ and tunes the generator network to restore missing image details. We introduce a novel regularization strategy with learnable coefficients obtained by training randomized StyleGAN 2 model - WRanGAN. This method outperforms traditional approaches in terms of reconstruction quality and computational efficiency, achieving the lowest distortion with 4 times fewer parameters. Furthermore, we observe a slight improvement in the quality of constructing hyperplanes corresponding to binary image attributes. We demonstrate the effectiveness of our approach on two complex datasets: Flickr-Faces-HQ and LSUN Church." @default.
- W4386395775 created "2023-09-03" @default.
- W4386395775 creator A5004111307 @default.
- W4386395775 creator A5052173940 @default.
- W4386395775 date "2023-08-31" @default.
- W4386395775 modified "2023-09-26" @default.
- W4386395775 title "Robust GAN inversion" @default.
- W4386395775 doi "https://doi.org/10.48550/arxiv.2308.16510" @default.
- W4386395775 hasPublicationYear "2023" @default.
- W4386395775 type Work @default.
- W4386395775 citedByCount "0" @default.
- W4386395775 crossrefType "posted-content" @default.
- W4386395775 hasAuthorship W4386395775A5004111307 @default.
- W4386395775 hasAuthorship W4386395775A5052173940 @default.
- W4386395775 hasBestOaLocation W43863957751 @default.
- W4386395775 hasConcept C109007969 @default.
- W4386395775 hasConcept C11413529 @default.
- W4386395775 hasConcept C115961682 @default.
- W4386395775 hasConcept C121332964 @default.
- W4386395775 hasConcept C126780896 @default.
- W4386395775 hasConcept C151730666 @default.
- W4386395775 hasConcept C153180895 @default.
- W4386395775 hasConcept C154945302 @default.
- W4386395775 hasConcept C163258240 @default.
- W4386395775 hasConcept C1893757 @default.
- W4386395775 hasConcept C194257627 @default.
- W4386395775 hasConcept C205372313 @default.
- W4386395775 hasConcept C2524010 @default.
- W4386395775 hasConcept C2776135515 @default.
- W4386395775 hasConcept C2776257435 @default.
- W4386395775 hasConcept C2780992000 @default.
- W4386395775 hasConcept C31258907 @default.
- W4386395775 hasConcept C33923547 @default.
- W4386395775 hasConcept C39890363 @default.
- W4386395775 hasConcept C41008148 @default.
- W4386395775 hasConcept C48372109 @default.
- W4386395775 hasConcept C62520636 @default.
- W4386395775 hasConcept C68693459 @default.
- W4386395775 hasConcept C86803240 @default.
- W4386395775 hasConcept C94375191 @default.
- W4386395775 hasConceptScore W4386395775C109007969 @default.
- W4386395775 hasConceptScore W4386395775C11413529 @default.
- W4386395775 hasConceptScore W4386395775C115961682 @default.
- W4386395775 hasConceptScore W4386395775C121332964 @default.
- W4386395775 hasConceptScore W4386395775C126780896 @default.
- W4386395775 hasConceptScore W4386395775C151730666 @default.
- W4386395775 hasConceptScore W4386395775C153180895 @default.
- W4386395775 hasConceptScore W4386395775C154945302 @default.
- W4386395775 hasConceptScore W4386395775C163258240 @default.
- W4386395775 hasConceptScore W4386395775C1893757 @default.
- W4386395775 hasConceptScore W4386395775C194257627 @default.
- W4386395775 hasConceptScore W4386395775C205372313 @default.
- W4386395775 hasConceptScore W4386395775C2524010 @default.
- W4386395775 hasConceptScore W4386395775C2776135515 @default.
- W4386395775 hasConceptScore W4386395775C2776257435 @default.
- W4386395775 hasConceptScore W4386395775C2780992000 @default.
- W4386395775 hasConceptScore W4386395775C31258907 @default.
- W4386395775 hasConceptScore W4386395775C33923547 @default.
- W4386395775 hasConceptScore W4386395775C39890363 @default.
- W4386395775 hasConceptScore W4386395775C41008148 @default.
- W4386395775 hasConceptScore W4386395775C48372109 @default.
- W4386395775 hasConceptScore W4386395775C62520636 @default.
- W4386395775 hasConceptScore W4386395775C68693459 @default.
- W4386395775 hasConceptScore W4386395775C86803240 @default.
- W4386395775 hasConceptScore W4386395775C94375191 @default.
- W4386395775 hasLocation W43863957751 @default.
- W4386395775 hasOpenAccess W4386395775 @default.
- W4386395775 hasPrimaryLocation W43863957751 @default.
- W4386395775 hasRelatedWork W2782118220 @default.
- W4386395775 hasRelatedWork W2914998939 @default.
- W4386395775 hasRelatedWork W2962819541 @default.
- W4386395775 hasRelatedWork W3003183197 @default.
- W4386395775 hasRelatedWork W3043592203 @default.
- W4386395775 hasRelatedWork W3097125773 @default.
- W4386395775 hasRelatedWork W4200417262 @default.
- W4386395775 hasRelatedWork W4288624664 @default.
- W4386395775 hasRelatedWork W4300649747 @default.
- W4386395775 hasRelatedWork W4366778793 @default.
- W4386395775 isParatext "false" @default.
- W4386395775 isRetracted "false" @default.
- W4386395775 workType "article" @default.