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Frequency-Aware Reconstruction of Fluid Simulations with Generative Networks
(The Eurographics Association, 2020)
Convolutional neural networks were recently employed to fully reconstruct fluid simulation data from a set of reduced parameters. However, since (de-)convolutions traditionally trained with supervised l1-loss functions do ...
Learning Generative Models of 3D Structures
(The Eurographics Association and John Wiley & Sons Ltd., 2020)
3D models of objects and scenes are critical to many academic disciplines and industrial applications. Of particular interest is the emerging opportunity for 3D graphics to serve artificial intelligence: computer vision ...
Neural Smoke Stylization with Color Transfer
(The Eurographics Association, 2020)
Artistically controlling fluid simulations requires a large amount of manual work by an artist. The recently presented transportbased neural style transfer approach simplifies workflows as it transfers the style of arbitrary ...
Adversarial Generation of Continuous Implicit Shape Representations
(The Eurographics Association, 2020)
This work presents a generative adversarial architecture for generating three-dimensional shapes based on signed distance representations. While the deep generation of shapes has been mostly tackled by voxel and surface ...
UV Completion with Self-referenced Discrimination
(The Eurographics Association, 2020)
A facial UV map is used in many applications such as facial reconstruction, synthesis, recognition, and editing. However, it is difficult to collect a number of the UVs needed for accuracy using 3D scan device, or a ...