activity
20182024
most citedDeep Fluids: A Generative Network for Parameterized Fluid Simulations

258 citations · 429 across the 9 of their papers we have counts for

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Showing cs.GRShow all

6 papers · 1 filter

cs.GR2023

Near-realtime Facial Animation by Deep 3D Simulation Super-Resolution

Hyojoon Park, Sangeetha Grama Srinivasan, Matthew Cong +5

We present a neural network-based simulation super-resolution framework that can efficiently and realistically enhance a facial performance produced by a low-cost, realtime physics…

cs.GR2020★ 42 cited

Lagrangian Neural Style Transfer for Fluids

Byungsoo Kim, Vinicius C. Azevedo, Markus Gross +1

Artistically controlling the shape, motion and appearance of fluid simulations pose major challenges in visual effects production. In this paper, we present a neural style transfer…

cs.GR2020

Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow

Steffen Wiewel, Byungsoo Kim, Vinicius C. Azevedo +2

We propose an end-to-end trained neural networkarchitecture to robustly predict the complex dynamics of fluid flows with high temporal stability. We focus on single-phase smoke sim…

cs.GR2019★ 3 cited

Neural Smoke Stylization with Color Transfer

Fabienne Christen, Byungsoo Kim, Vinicius C. Azevedo +1

Artistically controlling fluid simulations requires a large amount of manual work by an artist. The recently presented transportbased neural style transfer approach simplifies work…

cs.GR2019★ 57 cited

Transport-Based Neural Style Transfer for Smoke Simulations

Byungsoo Kim, Vinicius C. Azevedo, Markus Gross +1

Artistically controlling fluids has always been a challenging task. Optimization techniques rely on approximating simulation states towards target velocity or density field configu…

cs.GR2019★ 45 cited

Robust Reference Frame Extraction from Unsteady 2D Vector Fields with Convolutional Neural Networks

Byungsoo Kim, Tobias Günther

Robust feature extraction is an integral part of scientific visualization. In unsteady vector field analysis, researchers recently directed their attention towards the computation…