Search Results for author: Juno Hwang

Found 4 papers, 0 papers with code

Upsample Guidance: Scale Up Diffusion Models without Training

no code implementations2 Apr 2024 Juno Hwang, Yong-Hyun Park, Junghyo Jo

We demonstrate that upsample guidance can be applied to various models, such as pixel-space, latent space, and video diffusion models.

Resolution Chromatography of Diffusion Models

no code implementations7 Dec 2023 Juno Hwang, Yong-Hyun Park, Junghyo Jo

In this paper, we introduce "resolution chromatography" that indicates the signal generation rate of each resolution, which is very helpful concept to mathematically explain this coarse-to-fine behavior in generation process, to understand the role of noise schedule, and to design time-dependent modulation.

Denoising Image Generation

Mirror descent of Hopfield model

no code implementations29 Nov 2022 Hyungjoon Soh, Dongyeob Kim, Juno Hwang, Junghyo Jo

Mirror descent is an elegant optimization technique that leverages a dual space of parametric models to perform gradient descent.

Tractable loss function and color image generation of multinary restricted Boltzmann machine

no code implementations27 Nov 2020 Juno Hwang, Wonseok Hwang, Junghyo Jo

The restricted Boltzmann machine (RBM) is a representative generative model based on the concept of statistical mechanics.

Image Generation

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