AI-generated dataset without sampling bias (IMAGE)

Rice University

AI-generated dataset without sampling bias

Caption

Progressive transformation of a dataset consisting of numerals 1 through 9 across 20 model iterations of a fully synthetic loop without sampling bias (top panel), and corresponding visual representation of data mode dynamics for real (red) and synthetic (green) data (bottom panel). In the absence of sampling bias, synthetic data modes separate from real data modes and merge. This translates into a rapid deterioration of model outputs: If all numerals are fully legible in generation 1 (leftmost column, top panel), by generation 20 all images have become illegible (rightmost column, top panel).

Credit

(Image courtesy of Digital Signal Processing Group/Rice University)

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Must credit Digital Signal Processing Group/Rice University.

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