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Grigorii Sotnikov

2 accepted papers

2021

Aligning Latent and Image Spaces To Connect the Unconnectable

ICCV 2021poster

In this work, we develop a method to generate infinite high-resolution images with diverse and complex content. It is based on a perfectly equivariant patch-wise generator with synchronous interpolations in the image and latent spaces. Latent codes, when sampled, are positioned on the coordinate gri…

Cited by 92PDFcodeScholar
2021

Manifold Topology Divergence: a Framework for Comparing Data Manifolds.

NeurIPS 2021poster

We propose a framework for comparing data manifolds, aimed, in particular, towards the evaluation of deep generative models. We describe a novel tool, Cross-Barcode(P,Q), that, given a pair of distributions in a high-dimensional space, tracks multiscale topology spacial discrepancies between manifol…