Decoupling Global and Local Representations via Invertible Generative Flows

international conference on learning representations, 2021.

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Generative Flow for Decoupled Representation Learning

Abstract:

In this work, we propose a new generative model that is capable of automatically decoupling global and local representations of images in an entirely unsupervised setting, by embedding a generative flow in the VAE framework to model the decoder. Specifically, the proposed model utilizes the variational auto-encoding framework to learn a (...More

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