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Sheer speculation, but I wonder if that could be related to the "checkerboarding" artifacts you almost always see in AI-generated images? Here's a good writeup
by iainmerrick 10y ago
Sheer speculation, but I wonder if that could be related to the "checkerboarding" artifacts you almost always see in AI-generated images?
Here's a good writeup: http://distill.pub/2016/deconv-checkerboard/ http://distill.pub/2016/deconv-checkerboard/
- derefr 10y agoRe: the checker-boarding artifacts, that sounds interestingly like deconvolutional NNs treat their samples, at each deconv layer, as independent, rather than taking the Rule of Addition of probability-weights (P(A ∪ B) = P(A) + P(B) - P(A ∩ B)) into account. (Would a model that did do this then be a "Bayesian Deconvolutional Neural Network"? Does that even make sense?) I doubt this would result in audible artifacts at the audio level, though. The visual checkerboarding appears at the 1px detail-level of the output image—this would translate more to minor fluctuations along an audio sample's Nyquist frequency, which is effectively undetectable if the output sampling rate is of the usual kind (44.1kHz).