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Dec 12, 2024

Reconstruction of Clean Images from Noisy Data: A Bayesian Inference Perspective

Posted by in category: robotics/AI

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Originally published on Towards AI.

In its most basic form, Bayesian Inference is just a technique for summarizing statistical inference which states how likely an hypothesis is given any new evidence. The method comes from Bayes’ Theorem, which provides a way to calculate the probability that an event will happen or has happened, given any prior knowledge of conditions (from which an event may not happen):

Here’s a somewhat rough rendering of Bayes’ Theorem:

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