Image-Based Spatio-Temporal Interpolation for Split Rendering

HPG 2025   Computer Graphics Forum

* Both authors contributed equally to this work!
1 Graz University of Technology
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2 Meta Reality Lab Research
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Pipeline

We enable smooth, high-quality rendering on ultra low-powered mobile devices by generating intermediate frames entirely from images using a novel spatio-temporal interpolation split rendering pipeline—without needing geometry or real-time rasterization.

Abstract

Low-powered devices – such as small form factor head-mounted displays (HMDs) – struggle to deliver a smooth and high-quality viewing experience, due to their limited power and rendering capabilities. Cloud rendering attempts to solve the quality issue, but leads to prohibitive latency and bandwidth requirements, hindering use with HMDs over mobile connections or even over Wifi. One solution – split rendering – where frames are partially rendered on the client device, often either requires geometry and rendering hardware, or struggles to generate frames faithfully under viewpoint changes and object motion.

Our method enables spatio-temporal interpolation via bidirectional reprojection to efficiently generate intermediate frames in a split rendering setting, while limiting the communication cost and relying purely on image-based rendering. Furthermore, our method is robust to modest connectivity issues and handles effects such as dynamic smooth shadows.

Video

Image Based Bidirectional Reprojection

We extent image based bidirectional reprojection [Yang et. al. 2011] to a dynamic split rendering pipeline that generates high framerate intermediate frames from sparse server frame data. Bidirectional reprojection allows for dynamic scene content. By incorperating object motion it is able to deliver much more stable intermediate frames compared to previous approaches. To address disocclusions, we introduce auxiliary viewpoints that capture additional scene information to fill in missing regions. Furthermore, we integrate a shadow tracking mechanism to ensure accurate rendering of dynamic soft shadows.

Bidirectional Reprojection

Auxiliary Cameras

Dynamic Shadows

BibTeX


@article{steiner2025SplitRendering,
      author       = {Steiner, Michael and K{\"o}hler, Thomas and Radl, Lukas and Budge, Brian and Steinberger, Markus},
      title        = {{Image-Based Spatio-Temporal Interpolation for Split Rendering}},
      journal      = {Computer Graphics Forum},
      number       = {8},
      volume       = {44},
      year         = {2025}
}
            

Related Work

[Yang et. al. 2011] Lei Yang, Yu-Chiu Tse, Pedro V. Sander, Jason Lawrence, Diego Nehab, Hugues Hoppe, and Clara L. Wilkins. 2011. Image-based bidirectional scene reprojection. ACM TOG 30(6).