dSprites (Disentanglement testing Sprites dataset)

Introduced by Higgins et al. in beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework

dSprites is a dataset of 2D shapes procedurally generated from 6 ground truth independent latent factors. These factors are color, shape, scale, rotation, x and y positions of a sprite.

All possible combinations of these latents are present exactly once, generating N = 737280 total images.

Source: dSprites

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