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Convolutional neural networks were recently employed to fully reconstruct fluid simulation data from a set of reduced parameters.
Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks
Xu Z.-Q. J., Zhang Y., Luo T., Xiao Y., Ma Z · 1901
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Image Super-Resolution Using a Wavelet-based Generative Adversarial Network
Zhang Q., Wang H., Yang S · 1907
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Approximation capabilities of multilayer feedforward networks
Hornik K · 1991
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Mean squared error: Love it or leave it? A new look at Signal Fidelity Measures
Wang Z., Bovik A. C · 2009
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Generative adversarial nets
Goodfellow I., Pouget-Abadie J., Mirza M., Xu B., Warde-Farley D., Ozair S., Courville A., Bengio Y · 2014
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A hybrid wavelet convolution network with sparse-coding for image super-resolution
Gao X., Xiong H · 2016
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Image-to-image translation with conditional adversarial networks
Isola P., Zhu J.-Y., Zhou T., Efros A. A · 2016
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Perceptual losses for real-time style transfer and super-resolution
Johnson J., Alahi A., Fei-Fei L · 2016
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Deep Wavelet Prediction for Image Super-Resolution
Guo T., Mousavi H. S., Vu T. H., Monga V · 2017
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Wavelet-SRNet: A Wavelet-Based CNN for Multi-scale Face Super Resolution
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A Wavelet-based Learning for Face Hallucination with Loop Architecture
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Progressive Growing of GANs for Improved Quality, Stability, and Variation
Karras T., Aila T., Laine S., Lehtinen J · 2018
Joint sub-bands learning with clique structures for wavelet domain super-resolution
Zhong Z., Shen T., Yang Y., Lin Z., Zhang C · 2018
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Wavelet Domain Generative Adversarial Network for Multi-scale Face Hallucination
Huang H., He R., Sun Z., Tan T · 2019
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Deep Fluids: A Generative Network for Parameterized Fluid Simulations
Kim B., Azevedo V. C., Thuerey N., Kim T., Gross M., Solenthaler B · 2019
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On the spectral bias of neural networks
Rahaman N., Baratin A., Arpit D., Draxler F., Lin M., Hamprecht F., Bengio Y., Courville A · 2019
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Latent-space Physics: Towards Learning the Temporal Evolution of Fluid Flow
Wiewel S., Becher M., Thuerey N · 2019
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Training behavior of deep neural network in frequency domain
Xu Z.-Q. J., Zhang Y., Xiao Y · 2019
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PhaseNet for Video Frame Interpolation
Meyer S., Djelouah A., McWilliams B., Sorkine-Hornung A., Gross M., Schroers C · 2018
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BEGAN: Boundary Equilibrium Generative Adversarial Networks
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Stable and Controllable Neural Texture Synthesis and Style Transfer Using Histogram Losses
Risser E., Wilmot P., Barnes C
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