Unbiased rendering

In computer graphics, unbiased rendering refers to a rendering technique that does not introduce any systematic error, or bias, into the radiance approximation. Because of this, they are often used to generate the reference image to which other rendering techniques are compared. Mathematically speaking, the expected value of the unbiased estimator will always be the correct value, for any number of samples. Error found in an unbiased rendering will be due to variance, which manifests itself as high-frequency noise in the resultant image. Variance is reduced by \sqrt{n} for n samples, meaning that four times as many samples are needed to halve the error. This makes unbiased rendering techniques less attractive for realtime or interactive rate applications. Conversely, an image produced by an unbiased renderer that appears smooth and noiseless is probabilistically correct.

A biased rendering method is not necessarily wrong, and it can still converge to the correct answer if the estimator is consistent. It does, however, introduce a certain bias error, usually in the form of a blur, in efforts to reduce variance and noise. It is important to note that an unbiased technique may not consider all possible paths. Path tracing can not handle caustics generated from a point light source, as it is impossible to randomly generate the path that directly reflects into the point. Progressive photon mapping (PPM), a biased rendering technique, can handle caustics quite well. PPM is also provably consistent, meaning that as the number of samples goes to infinity, the bias error goes to zero, and the probability that the estimate is correct reaches one.

Unbiased rendering methods include:

Some of the programs that support unbiased rendering are:

References

  1. ^ David Cline, Justin Talbot, Parris Egbert. "Energy Redistribution Path Tracing". Brigham Young University. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.63.5938. Retrieved 14 August 2011. 

Bibliography

See also