Embedding-aware representations distinguish rotational information in LFFs (left). The ring manifold in latent space parametrizes the angular variation (insets). Embedding-agnostic latent representations learn only vector field expansion and contraction (right). The one-dimensional (1D) manifold in latent space parametrizes the radial variation of LFFs (insets).
