Oct 29, 2022 · Abstract:This work proposes a method for using any generator network as the foundation of an Energy-Based Model (EBM).
Our best model achieves a solid FID score of 26.01 ± 0.09. This demonstrates that Hat EBM can learn a probabilistic model over a non-probabilistic latent space.
Oct 31, 2022 · Abstract: This work proposes a method for using any generator network as the foundation of an Energy-Based Model (EBM).
We propose a method for building an Energy-Based Model. (EBM) on top of a generator network, called the Hat EBM. The energy is defined jointly over a latent ...
The formulation posits that observed images are the sum of unobserved latent variables passed through the generator network and a residual random variable ...
Apr 3, 2024 · This work proposes a method for using any generator network as the foundation of an Energy-Based Model (EBM). Our formulation posits that ...
This work proposes a method for using any generator network as the foundation of an Energy-Based Model (EBM). Our formulation posits that observed images ...
We introduce a method for defining a Hat EBM that incorporates a generator network as part of its forward pass. This EBM includes the generator latent space as ...
Abstract: This work proposes a method for using any generator network as the foundation of an Energy-Based Model (EBM). Our formulation posits that observed ...
This experiment will take a generator trained from an SN-GAN and train a Hat EBM with the generator to learn to refine the generator samples in the latent space ...