We introduce a general framework for transforming biased estimators into unbiased and consistent estimators for the same quantity. We show how several existing unbiased and consistent estimation strategies in rendering are special cases of this framework, and are part of a broader debiasing principle. We provide a recipe for constructing estimators using our generalized framework and demonstrate its applicability by developing novel unbiased forms of transmittance estimation, photon mapping, and finite differences.
Unbiased and consistent rendering using biased estimators
Zackary Misso,Iliyan Georgiev,Wojciech Jarosz
Published 2022 in ACM Transactions on Graphics
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- Publication year
2022
- Venue
ACM Transactions on Graphics
- Publication date
2022-07-01
- Fields of study
Computer Science
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