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How do you score images with no ground truth? You compare distributions and use learned perceptual models — Inception Score, Fréchet Inception Distance, KID, LPIPS, and CLIPScore for prompt fidelity — on one running cat-generator example, with the equations, the catches, and torchmetrics.
