Photon Field Networks for Dynamic Real-Time Volumetric Global Illumination

no code implementations • 14 Apr 2023 • David Bauer, Qi Wu, Kwan-Liu Ma

In this paper, we present a novel method to enable real-time global illumination for volume data visualization.

Data Visualization

HyperINR: A Fast and Predictive Hypernetwork for Implicit Neural Representations via Knowledge Distillation

no code implementations • 9 Apr 2023 • Qi Wu, David Bauer, Yuyang Chen, Kwan-Liu Ma

Implicit Neural Representations (INRs) have recently exhibited immense potential in the field of scientific visualization for both data generation and visualization tasks.

Knowledge Distillation Novel View Synthesis +1

FoVolNet: Fast Volume Rendering using Foveated Deep Neural Networks

no code implementations • 20 Sep 2022 • David Bauer, Qi Wu, Kwan-Liu Ma

We introduce FoVolNet -- a method to significantly increase the performance of volume data visualization.

Data Visualization Image Reconstruction +1

Interactive Volume Visualization via Multi-Resolution Hash Encoding based Neural Representation

1 code implementation • 23 Jul 2022 • Qi Wu, David Bauer, Michael J. Doyle, Kwan-Liu Ma

Neural networks have shown great potential in compressing volume data for visualization.