On simple toy data, both DE and DER scale their predicted noise with the injected level, but miscalibration appears in half of DE experiments and nearly all DER experiments.
Plausible uncertainties for human pose regression
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DeepUQ: Assessing the Aleatoric Uncertainties from two Deep Learning Methods
On simple toy data, both DE and DER scale their predicted noise with the injected level, but miscalibration appears in half of DE experiments and nearly all DER experiments.