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09/15/2021
Spline-PINN: Approaching PDEs without Data using Fast, Physics-Informed Hermite-Spline CNNs
Partial Differential Equations (PDEs) are notoriously difficult to solve...
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12/22/2020
Fast Fluid Simulations in 3D with Physics-Informed Deep Learning
Physically plausible fluid simulations play an important role in modern ...
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10/27/2020
Robust Skeletonization for Plant Root Structure Reconstruction from MRI
Structural reconstruction of plant roots from MRI is challenging, becaus...
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06/15/2020
Unsupervised Deep Learning of Incompressible Fluid Dynamics
Fast and stable fluid simulations are an essential prerequisite for appl...
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02/21/2020
3D U-Net for Segmentation of Plant Root MRI Images in Super-Resolution
Magnetic resonance imaging (MRI) enables plant scientists to non-invasiv...
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03/08/2019