The paper integrates a manifold fitting layer with topological and geometric regularizers in an autoencoder, reporting improved manifold reconstruction and dimensionality reduction on noisy point clouds.
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Latent Manifold Reconstruction and Representation with Topological and Geometrical Regularization
The paper integrates a manifold fitting layer with topological and geometric regularizers in an autoencoder, reporting improved manifold reconstruction and dimensionality reduction on noisy point clouds.