Search Results for author: Frank Chongwoo Park

Found 3 papers, 2 papers with code

On Explicit Curvature Regularization in Deep Generative Models

no code implementations19 Sep 2023 Yonghyeon LEE, Frank Chongwoo Park

We propose a family of curvature-based regularization terms for deep generative model learning.

Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers

1 code implementation20 Aug 2022 Sangwoong Yoon, Jinwon Choi, Yonghyeon LEE, Yung-Kyun Noh, Frank Chongwoo Park

A reliable evaluation method is essential for building a robust out-of-distribution (OOD) detector.

Autoencoding Under Normalization Constraints

2 code implementations12 May 2021 Sangwoong Yoon, Yung-Kyun Noh, Frank Chongwoo Park

The specific role of the normalization constraint is to ensure that the out-of-distribution (OOD) regime has a small likelihood when samples are learned using maximum likelihood.

Outlier Detection

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