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Two-Stage Peer-Regularized Feature Recombination for Arbitrary Image Style Transfer
[article]
2020
arXiv
pre-print
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This is made possible by introducing a novel Two-Stage Peer-Regularization Layer that recombines style and content in latent space by means of a custom graph convolutional layer. ...
An extensive ablation study confirms the usefulness of the proposed losses and of the Two-Stage Peer-Regularization Layer, with qualitative results that are competitive with respect to the current state ...
Peer-regularized feature recombination is done in two stages, as explained in the following paragraphs.
Style recombination. ...
arXiv:1906.02913v3
fatcat:kyw3kvs7qjd7dcmmprsj2tphge
Product Innovation Design Based on Deep Learning and Kansei Engineering
2018
Applied Sciences
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To address the inspiration issue in product innovation, the convolutional neural network-based neural style transfer is adopted to reconstruct and merge color and pattern features of the style image, which ...
In this paper, we propose to combine Kansei engineering and the deep learning for product innovation (KENPI) framework, which can transfer color, pattern, etc. of a style image in real time to a product's ...
Instead, it adaptively computes the affine parameters from the feature representations of an arbitrary style image. Figure 2 shows an overview of our neural style transfer network. ...
doi:10.3390/app8122397
fatcat:tvwhaznj7zhqxhgqztfbbqehxa
Automated scholarly paper review: Technologies and challenges
[article]
2022
arXiv
pre-print
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Peer review is a widely accepted mechanism for research evaluation, playing a pivotal role in scholarly publishing. ...
On the basis of the review and discussion, we conclude that there is already corresponding research and implementation at each stage of ASPR. ...
Special and heartfelt gratitude goes to the first author's wife Fenmei Zhou, for her understanding and love. Her unwavering support and continuous encouragement enable this research to be possible. ...
arXiv:2111.07533v2
fatcat:oicz75mudvambimx24q7z63h2e
A Comprehensive Survey on Deep Music Generation: Multi-level Representations, Algorithms, Evaluations, and Future Directions
[article]
2020
arXiv
pre-print
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The utilization of deep learning techniques in generating various contents (such as image, text, etc.) has become a trend. ...
Especially music, the topic of this paper, has attracted widespread attention of countless researchers.The whole process of producing music can be divided into three stages, corresponding to the three ...
So we call it style transfer by analogy with image style transfer because we apply the same method." ...
arXiv:2011.06801v1
fatcat:cixou3d2jzertlcpb7kb5x5ery
Preferences and novelty
[chapter]
2018
Innovation by demand
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Witt puts it: a sustained growth of per capita consumption is explained by a continued relaxation of the budget constraint, i.e. by rising real income, explicitly or implicitly assuming that the demand for ...
Therefore, path dependence can be interrupted at some stage and continue at another stage in history. ...
of patterned variation presumes regularities in the variation process as features inherent to evolutionary processes. ...
doi:10.7765/9781526137449.00010
fatcat:sqchhmgbcfgvrd4ahz7nguygae
"The Cuckoo School": Humor and Metropolitan Culture in 1920s America
[chapter]
2017
Hokum! The Early Sound Slapstick Short and Depression-Era Mass Culture
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Not that the cuckoo style completely disappeared from film. It staged a couple of last hurrahs in two Universal-produced anarchistic features, both released in 1941: W. C. ...
Rather than simply submitting older stage routines to the logic of an adaptation, as at Fox, Clark and his team now set about revising two-reel comedic convention in the disorderly image of the duo's lunatic ...
the Rube Goldberg-scripted feature Soup to Nuts (1930), then, three years later, at MGM for a series of five two-reel comedies and cameos in feature-length musicals-Healy and his team were initially cast ...
doi:10.1525/luminos.28.b
fatcat:uaz33kd43zht5ijuoaipt6k6oy
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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Philosophy in Physics is typeset for physical printing and binding. ...
This version of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4598227
fatcat:hm2ksetmsvf37adjjefmmbakvq
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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Philosophy in Physics is typeset for physical printing and binding. ...
This version of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4591029
fatcat:zn2hvfyupvdwlnvsscdgswayci
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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in Physics will be typeset for physical printing and binding. ...
This copy of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of Philosophy ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4399748
fatcat:63ggmnviczg6vlnqugbnrexsgy
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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in Physics will be typeset for physical printing and binding. ...
This copy of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of Philosophy ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4413249
fatcat:35qbhenysfhvza2roihx52afuy
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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in Physics will be typeset for physical printing and binding. ...
This copy of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of Philosophy ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4429792
fatcat:qs6yuapx4vdbdmwna7ix7nnwty
Advances in Electron Microscopy with Deep Learning
2020
Zenodo
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2021 accepted arXiv:2101.01178v4 fatcat:sgzeils4lzgp5ibelyrlvmh3o4Other Versions
in Physics will be typeset for physical printing and binding. ...
This copy of my thesis is typeset for online dissemination to improve readability, whereas the thesis submitted to the University of Warwick in support of my application for the degree of Doctor of Philosophy ...
Acknowledgements Thanks go to Jeremy Sloan and Martin Lotz for internally reviewing this article. ...
doi:10.5281/zenodo.4415407
fatcat:6dejwzzpmfegnfuktrld6zgpiq
Specification Of Security Enablers For Data Management
2016
Zenodo
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Chapter 6 introduces a generic state-transfer tool for partitioned state-mac [...] ...
Namely, Chapter 3 discusses how to treat non-determinism when replicating arbitrary applications when replicas can fail in an arbitrary (i.e., Byzantine) way. ...
Shape-based Image Features Wang et al. present two schemes for shape-based image feature extraction by combining Hough transform, Pailliers homomorphic encryption, Gaussian Blur, and Garbled Circuits ...
doi:10.5281/zenodo.263831
fatcat:ksk4ze2tuncfbexjzsorjnoabe
Binocular Mirror-Symmetric Microsaccadic Sampling of Hyperacute 3D-Vision
[article]
2021
bioRxiv
pre-print
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Neural mechanisms behind stereopsis, which requires simultaneous disparity inputs from two eyes, have remained mysterious. ...
These results change our understanding of how insect compound eyes work and suggest a general dynamic stereo-information sampling strategy for animals, robots and sensors. ...
Two main functions were needed: one (goodFeaturesToTrack) finds the most prominent corners in the image or the specified image region, as described in a proposed algorithm that uses Newton-Raphson style ...
doi:10.1101/2021.05.03.442473
fatcat:6bxsx3bscffq5pip7mrshcskku
Themenheft zu Heft 5
2021
Image
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Acknowledgments We would like to thank Alberta Ingenuity (AI) for funding this research. ...
We also thank Sheelagh Carpendale, Pauline Jepp, Petra Neumann, and Martin Schwarz for fruitful discussions on the topic. ...
Peer reviewing follows the system established for IMAGE. ...
doi:10.25969/mediarep/16743
fatcat:uh3wpotdmjgpjciazcj4cmbjie
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