Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100015544> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W3100015544 abstract "Style transfer is to render given image contents in given styles, and it has an important role in both computer vision fundamental research and industrial applications. Following the success of deep learning based approaches, this problem has been re-launched recently, but still remains a difficult task because of trade-off between preserving contents and faithful rendering of styles. Indeed, how well-balanced content and style are is crucial in evaluating the quality of stylized images. In this paper, we propose an end-to-end two-stream Fully Convolutional Networks (FCNs) aiming at balancing the contributions of the content and the style in rendered images. Our proposed network consists of the encoder and decoder parts. The encoder part utilizes a FCN for content and a FCN for style where the two FCNs have feature injections and are independently trained to preserve the semantic content and to learn the faithful style representation in each. The semantic content feature and the style representation feature are then concatenated adaptively and fed into the decoder to generate style-transferred (stylized) images. In order to train our proposed network, we employ a loss network, the pre-trained VGG-16, to compute content loss and style loss, both of which are efficiently used for the feature injection as well as the feature concatenation. Our intensive experiments show that our proposed model generates more balanced stylized images in content and style than state-of-the-art methods. Moreover, our proposed network achieves efficiency in speed." @default.
- W3100015544 created "2020-11-23" @default.
- W3100015544 creator A5009704292 @default.
- W3100015544 creator A5043253670 @default.
- W3100015544 date "2020-06-08" @default.
- W3100015544 modified "2023-10-13" @default.
- W3100015544 title "Two-stream FCNs to balance content and style for style transfer" @default.
- W3100015544 cites W1861492603 @default.
- W3100015544 cites W1915485278 @default.
- W3100015544 cites W1999360130 @default.
- W3100015544 cites W2068623560 @default.
- W3100015544 cites W2078790577 @default.
- W3100015544 cites W2109253138 @default.
- W3100015544 cites W2117539524 @default.
- W3100015544 cites W2194775991 @default.
- W3100015544 cites W2331128040 @default.
- W3100015544 cites W2339754110 @default.
- W3100015544 cites W2475287302 @default.
- W3100015544 cites W2572559801 @default.
- W3100015544 cites W2603777577 @default.
- W3100015544 cites W2604721644 @default.
- W3100015544 cites W2740546229 @default.
- W3100015544 cites W2798722152 @default.
- W3100015544 cites W2799504120 @default.
- W3100015544 cites W2884041121 @default.
- W3100015544 cites W2962750014 @default.
- W3100015544 cites W2962968458 @default.
- W3100015544 cites W2963683323 @default.
- W3100015544 cites W2963801463 @default.
- W3100015544 cites W2963811392 @default.
- W3100015544 cites W2966141073 @default.
- W3100015544 cites W2969803502 @default.
- W3100015544 cites W3105371893 @default.
- W3100015544 cites W4229706427 @default.
- W3100015544 doi "https://doi.org/10.1007/s00138-020-01086-1" @default.
- W3100015544 hasPublicationYear "2020" @default.
- W3100015544 type Work @default.
- W3100015544 sameAs 3100015544 @default.
- W3100015544 citedByCount "1" @default.
- W3100015544 countsByYear W31000155442023 @default.
- W3100015544 crossrefType "journal-article" @default.
- W3100015544 hasAuthorship W3100015544A5009704292 @default.
- W3100015544 hasAuthorship W3100015544A5043253670 @default.
- W3100015544 hasBestOaLocation W31000155442 @default.
- W3100015544 hasConcept C111919701 @default.
- W3100015544 hasConcept C118505674 @default.
- W3100015544 hasConcept C138885662 @default.
- W3100015544 hasConcept C139719470 @default.
- W3100015544 hasConcept C154945302 @default.
- W3100015544 hasConcept C162324750 @default.
- W3100015544 hasConcept C166957645 @default.
- W3100015544 hasConcept C205711294 @default.
- W3100015544 hasConcept C2776401178 @default.
- W3100015544 hasConcept C2776445246 @default.
- W3100015544 hasConcept C38935604 @default.
- W3100015544 hasConcept C41008148 @default.
- W3100015544 hasConcept C41895202 @default.
- W3100015544 hasConcept C95457728 @default.
- W3100015544 hasConceptScore W3100015544C111919701 @default.
- W3100015544 hasConceptScore W3100015544C118505674 @default.
- W3100015544 hasConceptScore W3100015544C138885662 @default.
- W3100015544 hasConceptScore W3100015544C139719470 @default.
- W3100015544 hasConceptScore W3100015544C154945302 @default.
- W3100015544 hasConceptScore W3100015544C162324750 @default.
- W3100015544 hasConceptScore W3100015544C166957645 @default.
- W3100015544 hasConceptScore W3100015544C205711294 @default.
- W3100015544 hasConceptScore W3100015544C2776401178 @default.
- W3100015544 hasConceptScore W3100015544C2776445246 @default.
- W3100015544 hasConceptScore W3100015544C38935604 @default.
- W3100015544 hasConceptScore W3100015544C41008148 @default.
- W3100015544 hasConceptScore W3100015544C41895202 @default.
- W3100015544 hasConceptScore W3100015544C95457728 @default.
- W3100015544 hasFunder F4320338075 @default.
- W3100015544 hasLocation W31000155441 @default.
- W3100015544 hasLocation W31000155442 @default.
- W3100015544 hasOpenAccess W3100015544 @default.
- W3100015544 hasPrimaryLocation W31000155441 @default.
- W3100015544 hasRelatedWork W2101119649 @default.
- W3100015544 hasRelatedWork W2106375779 @default.
- W3100015544 hasRelatedWork W2275988210 @default.
- W3100015544 hasRelatedWork W2356875448 @default.
- W3100015544 hasRelatedWork W2377583726 @default.
- W3100015544 hasRelatedWork W2382569754 @default.
- W3100015544 hasRelatedWork W2778806135 @default.
- W3100015544 hasRelatedWork W2803075872 @default.
- W3100015544 hasRelatedWork W2995475862 @default.
- W3100015544 hasRelatedWork W3160062981 @default.
- W3100015544 isParatext "false" @default.
- W3100015544 isRetracted "false" @default.
- W3100015544 magId "3100015544" @default.
- W3100015544 workType "article" @default.