Articles with "neural process" as a keyword



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NP-ODE: Neural process aided ordinary differential equations for uncertainty quantification of finite element analysis

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Published in 2021 at "IISE Transactions"

DOI: 10.1080/24725854.2021.1891485

Abstract: Abstract Finite Element Analysis (FEA) has been widely used to generate simulations of complex nonlinear systems. Despite its strength and accuracy, FEA usually has two limitations: (i) running high-fidelity FEA often requires high computational cost… read more here.

Keywords: uncertainty quantification; finite element; neural process; process aided ... See more keywords
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SNPD: Semi-Supervised Neural Process Dehazing Network with Asymmetry Pseudo Labels

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Published in 2022 at "Symmetry"

DOI: 10.3390/sym14040806

Abstract: Haze can cause a significant reduction in the contrast and brightness of images. CNN-based methods have achieved benign performance on synthetic data. However, they show weak generalization performance on real data because they are only… read more here.

Keywords: network; neural process; semi supervised; pseudo labels ... See more keywords