Matches in SemOpenAlex for { <https://semopenalex.org/work/W4312797813> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W4312797813 endingPage "103" @default.
- W4312797813 startingPage "87" @default.
- W4312797813 abstract "Evaluating image generation models such as generative adversarial networks (GANs) is a challenging problem. A common approach is to compare the distributions of the set of ground truth images and the set of generated test images. The Frechét Inception distance is one of the most widely used metrics for evaluation of GANs, which assumes that the features from a trained Inception model for a set of images follow a normal distribution. In this paper, we argue that this is an over-simplified assumption, which may lead to unreliable evaluation results, and more accurate density estimation can be achieved using a truncated generalized normal distribution. Based on this, we propose a novel metric for accurate evaluation of GANs, named TREND (TRuncated gEneralized Normal Density estimation of inception embeddings). We demonstrate that our approach significantly reduces errors of density estimation, which consequently eliminates the risk of faulty evaluation results. Furthermore, the proposed metric significantly improves robustness of evaluation results against variation of the number of image samples." @default.
- W4312797813 created "2023-01-05" @default.
- W4312797813 creator A5041407945 @default.
- W4312797813 creator A5084027632 @default.
- W4312797813 date "2022-01-01" @default.
- W4312797813 modified "2023-10-14" @default.
- W4312797813 title "TREND: Truncated Generalized Normal Density Estimation of Inception Embeddings for GAN Evaluation" @default.
- W4312797813 cites W1834627138 @default.
- W4312797813 cites W2046763850 @default.
- W4312797813 cites W2108598243 @default.
- W4312797813 cites W2183341477 @default.
- W4312797813 cites W2962770929 @default.
- W4312797813 cites W3034664137 @default.
- W4312797813 cites W3035574324 @default.
- W4312797813 cites W4312694728 @default.
- W4312797813 doi "https://doi.org/10.1007/978-3-031-20050-2_6" @default.
- W4312797813 hasPublicationYear "2022" @default.
- W4312797813 type Work @default.
- W4312797813 citedByCount "0" @default.
- W4312797813 crossrefType "book-chapter" @default.
- W4312797813 hasAuthorship W4312797813A5041407945 @default.
- W4312797813 hasAuthorship W4312797813A5084027632 @default.
- W4312797813 hasBestOaLocation W43127978132 @default.
- W4312797813 hasConcept C102094743 @default.
- W4312797813 hasConcept C104317684 @default.
- W4312797813 hasConcept C105795698 @default.
- W4312797813 hasConcept C11413529 @default.
- W4312797813 hasConcept C115961682 @default.
- W4312797813 hasConcept C146849305 @default.
- W4312797813 hasConcept C153180895 @default.
- W4312797813 hasConcept C154945302 @default.
- W4312797813 hasConcept C162324750 @default.
- W4312797813 hasConcept C171383496 @default.
- W4312797813 hasConcept C176217482 @default.
- W4312797813 hasConcept C177264268 @default.
- W4312797813 hasConcept C185429906 @default.
- W4312797813 hasConcept C185592680 @default.
- W4312797813 hasConcept C189508267 @default.
- W4312797813 hasConcept C199360897 @default.
- W4312797813 hasConcept C21547014 @default.
- W4312797813 hasConcept C33923547 @default.
- W4312797813 hasConcept C41008148 @default.
- W4312797813 hasConcept C55493867 @default.
- W4312797813 hasConcept C63479239 @default.
- W4312797813 hasConceptScore W4312797813C102094743 @default.
- W4312797813 hasConceptScore W4312797813C104317684 @default.
- W4312797813 hasConceptScore W4312797813C105795698 @default.
- W4312797813 hasConceptScore W4312797813C11413529 @default.
- W4312797813 hasConceptScore W4312797813C115961682 @default.
- W4312797813 hasConceptScore W4312797813C146849305 @default.
- W4312797813 hasConceptScore W4312797813C153180895 @default.
- W4312797813 hasConceptScore W4312797813C154945302 @default.
- W4312797813 hasConceptScore W4312797813C162324750 @default.
- W4312797813 hasConceptScore W4312797813C171383496 @default.
- W4312797813 hasConceptScore W4312797813C176217482 @default.
- W4312797813 hasConceptScore W4312797813C177264268 @default.
- W4312797813 hasConceptScore W4312797813C185429906 @default.
- W4312797813 hasConceptScore W4312797813C185592680 @default.
- W4312797813 hasConceptScore W4312797813C189508267 @default.
- W4312797813 hasConceptScore W4312797813C199360897 @default.
- W4312797813 hasConceptScore W4312797813C21547014 @default.
- W4312797813 hasConceptScore W4312797813C33923547 @default.
- W4312797813 hasConceptScore W4312797813C41008148 @default.
- W4312797813 hasConceptScore W4312797813C55493867 @default.
- W4312797813 hasConceptScore W4312797813C63479239 @default.
- W4312797813 hasLocation W43127978131 @default.
- W4312797813 hasLocation W43127978132 @default.
- W4312797813 hasOpenAccess W4312797813 @default.
- W4312797813 hasPrimaryLocation W43127978131 @default.
- W4312797813 hasRelatedWork W1979835800 @default.
- W4312797813 hasRelatedWork W1983255614 @default.
- W4312797813 hasRelatedWork W2274765913 @default.
- W4312797813 hasRelatedWork W2953648989 @default.
- W4312797813 hasRelatedWork W2992707672 @default.
- W4312797813 hasRelatedWork W3158185087 @default.
- W4312797813 hasRelatedWork W4213156899 @default.
- W4312797813 hasRelatedWork W4286583713 @default.
- W4312797813 hasRelatedWork W4312797813 @default.
- W4312797813 hasRelatedWork W2004336531 @default.
- W4312797813 isParatext "false" @default.
- W4312797813 isRetracted "false" @default.
- W4312797813 workType "book-chapter" @default.