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The characteristics of our certainty function are similar to [30], additionally the Bayesian probabilistic formulation of our certainty function permits a more straightforward application to other problems, as we will demonstrate.
In this sense, the certainty function establishes a novel meaning to this concept by relating to the uncertainty associated with the noise model parameters.
An important concept in HDR reconstruction is the weighting function (also called certainty function), which is introduced in [27] and subsequently used in [28 30].
In this article, we will formalize the concept of the "certainty function" in terms of a realistic camera model, and we will show that defining the certainty function as the probability that the output pixel intensity is unbiased, yields close to optimal HDR reconstruction results in the mean square error sense.
In this section, we will show how the camera noise model can be used to compute a near optimal weighting (or certainty) function in terms of SNR to be used in combination with the reconstruction formula (7).
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To arrive at these novel certainty functions, we will develop a realistic camera noise model.
Correspondingly, certainty images are computed by applying certainty functions to digital images, revealing which parts of the image are the most "reliable".
No one can say with certainty what function the stones had but the best theory is that they formed the walls of a structure that was used for ceremonies and meetings – it was place where people gathered and met so it seems appropriate that people still gather to celebrate nature and meet like minded folk.
Leader's like GM's Mary Barra who only months ago were pinning their corporate brand and future on the company's pioneering BOLT electric car, have now joined in rejecting the regulatory certainty that functioned as the market guarantor of the BOLT's future.
According to this theory, God's Divine Ideas serve as the guarantors of certainty, and they function in much the way that Plato's Forms do.
Thus, the probability that a subordinate, non-guarding bird will get sufficient access to the food to maintain a positive energy budget (guards always achieve their desired budgets with certainty) is an increasing function (D) of the number of non-guarding birds present (i).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com