Radiance Caching

Radiance Caching for efficient Global Illumination Computation


Radiance Caching is a ray tracing-based method for accelerated global illumination computation in scenes with low-frequency glossy BRDFs. The method is based on sparse sampling, caching, and interpolating radiance on glossy surfaces. In particular we extend the irradiance caching scheme proposed by Ward et al. in 1988 to cache and interpolate directional incoming radiance instead of irradiance. The incoming radiance at a point is represented by a vector of coefficients with respect to a spherical or hemispherical basis.

The work has been done in collaboration with IRISA / INRIA Rennes, France and the University of Central Florida, USA (see the radiance caching page at UCF).

Source code available!

Fig. 1: Importance of indirect illumination for proper material perception. With indirect illumination (left), the flamingo looks as made of metal (which it indeed is), whereas with direct illumination only (right) it looks as though made of a dark plastic.

Radiance Caching

The basic idea of radiance caching is to compute indirect illumination only at certain locations and then interpolate it elsewhere, as can be seen in Figure 1. Indirect illumination at a point is computed by hemisphere sampling, using 500-5000 rays, and stored in the radiance cache represented by spherical harmonics. Later, the stored values can be reused through interpolation.

Fig. 2: In radiance caching, indirect illumination is interpolated from a sparse set of illumination values stored in the radiance cache. Left: Positions of cached illumination values. Right: Resulting interpolated illumination. (Click to enlarge.)

Radiance Gradient Computation

To improve interpolation quality, radiance gradients are computed during hemisphere sampling and stored in the cache. In [1] and [3], we propose two novel methods for computing the gradient, each having different pros and cons.

Fig. 3: Radiance gradient significantly improves the smoothness of the interpolated illumination on the glossy floor.  Left: With gradient. Right: No gradient.

Coordinate Frame Alignment - Fast Spherical Harmonic Rotation

When interpolating illumination on curved surfaces, care must be taken to properly align the (different) local coordinate frames, with respect to which the cached illumination is represented. This is achieved through spherical harmonics rotation. In [4], we propose a fast approximate procedure for spherical harmonics rotation.

Quality and Robustness Improvements - Adaptive Caching and Neighbor Clamping

To improve reliability if both irradiance and radiance caching, we propose in [5] the neighbor clamping heuristic, which equalizes the spatial distribution of cached illumination values thereby improving the image quality. Adaptive Caching, is designed to adapt the distribution of cached samples on glossy surfaces to the actual illumination conditions in the scene, with the purpose of avoiding interpolation artifacts.

Fig. 4: Adaptive caching (left) suppresses the interpolation artifact that may occur with the original radiance caching algorithm (right).

GPU Implementation - Radiance Cache Splatting

We reformulated radiance and irradiance caching to make it more suitable for GPU implementation. Hemisphere sampling at a point is performed by the GPU using hemicube rasterization. The computed radiance is then directly splatted on the screen. This avoids searching for records in the octree data structure, as in the original radiance caching. The implementation delivers is high quality, first bounce global illumination at interactive frame rates.


Radiance Caching:

Final radiance caching video (35MB)

Compares radiance caching to Monte Carlo sampling. Monte Carlo results suffer from high frequency noise.


A side-by side comparison of radiance caching (left) and Monte Carlo sampling (right).

Walt Disney Concert Hall - high quality rendering with radiance caching

Designed by Frang Gehry, Walt Disney Concert Hall is located in Los Angels, CA. See this picture.

Radiance Cache Splatting:

Castle - interactive session
Sam - interactive session
Sibenik Cathedral - interactive session
Sibenik Cathedral - high quality rendering
Sponza Atrium - high quality rendering
Glossy Venus - high quality rendering

Source Code

Code is in C++. You are free to use it for commercial and non-commercial purposes. If you do use it, please, acknowledge this web page. Mind this is a reserch code - much of it is useless for practical purposes.

A spherical and hemispherical harmonics library.

Supports storage of coefficents vectors, evaluation of basis functions, various implementations of spherical harmonics rotation (see rotation-howto.txt). Operation of coefficients vectors implemented using SIMD.

Radiance caching related sources from the GOLEM renderer.

You cannot compile these files as they are, since you would need the rest of GOLEM, which unfortunately is not open source. However, it should be pretty straightforward to port this to your renderer. Start reverse engineering from rt17app and rt19app, which are the actual rendering applications based on irradiance and radiance caching, respectively.


[1] 2004: Jaroslav Křivánek, Pascal Gautron, Sumanta Pattanaik, Kadi Bouatouch
Radiance Caching for Efficient Global Illumination Computation in 3rd International Radiance Workshop (2004), Fribourg, Switzerland, October 11-12, 2004.
[2] 2004: Jaroslav Křivánek
Spherical Harmonics Lighting: Fundamental in Graphics Group Seminar, UCF, Orlando, October 22, 2004.
[3] 2007: Jaroslav Křivánek, Pascal Gautron, Greg Ward, Okan Arikan, and Henrik Wann Jensen
Practical Global Illumination With Irradiance Caching
ACM SIGGRAPH'2007 Course 16, San Diego, August 2007

Ph.D. Thesis

[1] 2005: Jaroslav Křivánek
Radiance Caching for Global Illumination Computation on Glossy Surfaces 
PhD Thesis, Université de Rennes 1 and Czech Technical University in Prague, December 2005.
Links: Thesis page /  Thesis (PDF) / Defence Talk Slides (PPT) /  BibTeX entry (BIB)  /  References (BIB)


[1] 2005: Jaroslav KřivánekPascal GautronSumanta Pattanaik, and Kadi Bouatouch
Radiance Caching for Efficient Global Illumination Computation 
IEEE Transactions on Visualization and Computer Graphics , Vol. 11, No. 5, September/October 2005
Links: Article (PDF)  /  BibTeX entry (BIB)
[2] 2005: Pascal Gautron , Jaroslav Křivánek, Kadi Bouatouch, and Sumanta Pattanaik
Radiance Cache Splatting: A GPU-Friendly Global Illumination Algorithm
In Rendering Techniques, Proceedings of Eurographics Symposium on Rendering, p. 55-64. June 2005.
Links: Paper (PDF)  /  BibTeX entry (BIB)  /  References (BIB)  /  Presentation (PPT)
[3] 2005: Jaroslav Křivánek, Pascal Gautron , Kadi Bouatouch, and Sumanta Pattanaik
Improved Radiance Gradient Computation (Paper in Conference Proceedings)
In Proceedings of Spring Conference on Computer Graphics SCCG 2005ACM Press, 2005, p.155-159.
Links:  ACM Digital Library / Paper (PDF)  /  BibTeX entry (BIB)  /  References (BIB)  /  Presentation (PPT)
[4] 2006: Jaroslav Křivánek, Jaakko Konttinen, Sumanta Pattanaik, Kadi Bouatouch, and Jiří Žára
Fast Approximation to Spherical Harmonic Rotation
SCCG '06: Proceedings of the 22nd Spring conference on Computer graphics.
Links: Paper (PDF)BibTeX entry (BIB)References (BIB) / Presentation (PPT)
(Also a SIGGRAPG 2006 Sketch)
[5] 2006: Jaroslav Křivánek, Kadi Bouatouch, Sumanta Pattanaik, and Jiří Žára
Making Radiance and Irradiance Caching Practical: Adaptive Caching and Neighbor Clamping
In Rendering Techniques, Proceedings Eurographics Symposium on Rendering, June 2006. 
Links: Paper (PDF)BibTeX entry (BIB)References (BIB) / Presentation (ZIP)


This work was partially supported by

  • ATI Research, I-4 Matching fund and Office of Naval Research,

  • France Telecom R&D, Rennes, France, 

  • Ministry of Education of the Czech Republic under the research programs LC-06008 (Center for Computer Graphics) and MSM 6840770014.