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Voice2Face: Audio-driven Facial and Tongue Rig Animations with cVAEs
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We present Voice2Face: a Deep Learning model that generates face and tongue animations directly from recorded speech. Our approach consists of two steps: a conditional Variational Autoencoder generates mesh animations from ...
Learning from Shader Program Traces
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
Deep learning for image processing typically treats input imagery as pixels in some color space. This paper proposes instead to learn from program traces of procedural fragment shaders - programs that generate images. At ...
MendNet: Restoration of Fractured Shapes Using Learned Occupancy Functions
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We provide a novel approach to perform fully automated generation of restorations for fractured shapes using learned implicit shape representations in the form of occupancy functions. Our approach lays the groundwork to ...
Learning a Self-supervised Tone Mapping Operator via Feature Contrast Masking Loss
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
High Dynamic Range (HDR) content is becoming ubiquitous due to the rapid development of capture technologies. Nevertheless, the dynamic range of common display devices is still limited, therefore tone mapping (TM) remains ...
Neural Flow Map Reconstruction
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
In this paper we present a reconstruction technique for the reduction of unsteady flow data based on neural representations of time-varying vector fields. Our approach is motivated by the large amount of data typically ...
Learning Physics with a Hierarchical Graph Network
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We propose a hierarchical graph for learning physics and a novel way to handle obstacles. The finest level of the graph consist of the particles itself. Coarser levels consist of the cells of sparse grids with successively ...
Monocular Facial Performance Capture Via Deep Expression Matching
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
Facial performance capture is the process of automatically animating a digital face according to a captured performance of an actor. Recent developments in this area have focused on high-quality results using expensive ...
PriFit: Learning to Fit Primitives Improves Few Shot Point Cloud Segmentation
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We present PRIFIT, a semi-supervised approach for label-efficient learning of 3D point cloud segmentation networks. PRIFIT combines geometric primitive fitting with point-based representation learning. Its key idea is to ...
Real-time Deep Radiance Reconstruction from Imperfect Caches
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
Real-time global illumination is a highly desirable yet challenging task in computer graphics. Existing works well solving this problem are mostly based on some kind of precomputed data (caches), while the final results ...
Deep Flow Rendering: View Synthesis via Layer-aware Reflection Flow
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
Novel view synthesis (NVS) generates images from unseen viewpoints based on a set of input images. It is a challenge because of inaccurate lighting optimization and geometry inference. Although current neural rendering ...