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MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework

1 May 2020

C. Jiang

S. Esmaeilzadeh

Kamyar Azizzadenesheli

Papers citing "MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework"

22 / 22 papers shown

Title
Neural Network Emulator for Atmospheric Chemical ODE Zhi-Song Liu Petri S. Clusius Michael Boy 120 3 0 03 Aug 2024
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning Pu Ren N. Benjamin Erichson Shashank Subramanian Omer San Z. Lukić Michael W. Mahoney Michael W. Mahoney 107 15 0 24 Jun 2023
Multipole Graph Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 228 395 0 16 Jun 2020
EikoNet: Solving the Eikonal equation with Deep Neural Networks Jonathan D. Smith Kamyar Azizzadenesheli Zachary E. Ross 47 132 0 25 Mar 2020
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 314 563 0 19 Mar 2020
Neural Operator: Graph Kernel Network for Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar 208 749 0 07 Mar 2020
Towards Physics-informed Deep Learning for Turbulent Flow Prediction Rui Wang K. Kashinath M. Mustafa A. Albert Rose Yu PINN AI4CE 60 371 0 20 Nov 2019
A General Spatio-Temporal Clustering-Based Non-local Formulation for Multiscale Modeling of Compartmentalized Reservoirs S. Esmaeilzadeh A. Salehi Gill Hetz Feyi Olalotiti-Lawal H. Darabi D. Castineira AI4CE 27 30 0 28 Apr 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 172 1,796 0 18 Apr 2019
Unsupervised Deep Learning Algorithm for PDE-based Forward and Inverse Problems Leah Bar N. Sochen 45 71 0 10 Apr 2019
A Variational U-Net for Conditional Appearance and Shape Generation Patrick Esser E. Sutter Bjorn Ommer 74 419 0 12 Apr 2018
A Fully Progressive Approach to Single-Image Super-Resolution Yifan Wang Federico Perazzi Brian McWilliams A. Sorkine-Hornung O. Sorkine-Hornung Christopher Schroers SupR 94 255 0 09 Apr 2018
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Namhyuk Ahn Byungkon Kang Kyung-ah Sohn SupR 94 1,125 0 23 Mar 2018
Bayesian Deep Convolutional Encoder-Decoder Networks for Surrogate Modeling and Uncertainty Quantification Yinhao Zhu N. Zabaras UQCV BDL 111 647 0 21 Jan 2018
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs Adrian Bulat Georgios Tzimiropoulos SupR 73 306 0 07 Dec 2017
PDE-Net: Learning PDEs from Data Zichao Long Yiping Lu Xianzhong Ma Bin Dong DiffM AI4CE 62 759 0 26 Oct 2017
The Deep Ritz method: A deep learning-based numerical algorithm for solving variational problems E. Weinan Ting Yu 125 1,393 0 30 Sep 2017
Enhanced Deep Residual Networks for Single Image Super-Resolution Bee Lim Sanghyun Son Heewon Kim Seungjun Nah Kyoung Mu Lee SupR 185 5,924 0 10 Jul 2017
Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN Lvmin Zhang Yi Ji Xin Lin GAN 71 168 0 11 Jun 2017
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Wei-Sheng Lai Jia-Bin Huang Narendra Ahuja Ming-Hsuan Yang SupR 127 2,445 0 12 Apr 2017
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 262 10,267 0 27 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015