State of the Art on Deep Learning-enhanced Rendering Methods

Q Wang, Z Zhong, Y Huo, H Bao, R Wang - Machine Intelligence Research, 2023 - Springer
Photorealistic rendering of the virtual world is an important and classic problem in the field of
computer graphics. With the development of GPU hardware and continuous research on …

Frame interpolation transformer and uncertainty guidance

M Plack, KM Briedis, A Djelouah… - Proceedings of the …, 2023 - openaccess.thecvf.com
Video frame interpolation has seen important progress in recent years, thanks to
developments in several directions. Some works leverage better optical flow methods with …

Mob-FGSR: Frame Generation and Super Resolution for Mobile Real-Time Rendering

S Yang, Q Zhu, J Zhuge, Q Qiu, C Li, Y Yan… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
Recent advances in supersampling for frame generation and super-resolution improve real-
time rendering performance significantly. However, because these methods rely heavily on …

Inovis: Instant novel-view synthesis

M Harrer, L Franke, L Fink, M Stamminger… - SIGGRAPH Asia 2023 …, 2023 - dl.acm.org
Novel-view synthesis is an ill-posed problem in that it requires inference of previously
unseen information. Recently, reviving the traditional field of image-based rendering, neural …

Kernel-Based Frame Interpolation for Spatio-Temporally Adaptive Rendering

KM Briedis, A Djelouah, R Ortiz, M Meyer… - ACM SIGGRAPH 2023 …, 2023 - dl.acm.org
Recently, there has been exciting progress in frame interpolation for rendered content. In
this offline rendering setting, additional inputs, such as albedo and depth, can be extracted …

Adaptive Recurrent Frame Prediction with Learnable Motion Vectors

Z Wu, C Zuo, Y Huo, Y Yuan, Y Peng, G Pu… - SIGGRAPH Asia 2023 …, 2023 - dl.acm.org
The utilization of dedicated ray tracing graphics cards has revolutionized the production of
stunning visual effects in real-time rendering. However, the demand for high frame rates and …

Mnss: Neural supersampling framework for real-time rendering on mobile devices

S Yang, Y Zhao, Y Luo, H Wang, H Sun… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Although neural supersampling has achieved great success in various applications for
improving image quality, it is still difficult to apply it to a wide range of real-time rendering …

Deep fourier-based arbitrary-scale super-resolution for real-time rendering

H Zhang, J Guo, J Zhang, H Qin, Z Feng… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
As a prevailing tool for effectively reducing rendering costs in many graphical applications,
frame super-resolution has seen important progress in recent years. However, most of prior …

Efficient light probes for real-time global illumination

J Guo, Z Zong, Y Song, X Fu, C Tao, Y Guo… - ACM Transactions on …, 2022 - dl.acm.org
Reproducing physically-based global illumination (GI) effects has been a long-standing
demand for many real-time graphical applications. In pursuit of this goal, many recent …

Neural foveated super‐resolution for real‐time VR rendering

J Ye, X Meng, D Guo, C Shang, H Mao… - … Animation and Virtual …, 2024 - Wiley Online Library
As virtual reality display technologies advance, resolutions and refresh rates continue to
approach human perceptual limits, presenting a challenge for real‐time rendering …