Hyemi Kim — accepted AI-conference papers

2023

A Study of Audio Mixing Methods for Piano Transcription in Violin-Piano Ensembles

Hyemi Kim, Jiyun Park, Taegyun Kwon, Dasaem Jeong, Juhan Nam

ICASSP 2023accepted

While piano music transcription models have shown high performance for solo piano recordings, their performance de-grades when applied to ensemble recordings. This study aims to analyze the impact of different data augmentation methods on piano transcription performance, specifically focusing on mix…

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2021

Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder

Hyemi Kim, Seungjae Shin, JoonHo Jang, Kyungwoo Song, Weonyoung Joo, Wanmo Kang +1

AAAI 2021technical

The problem of fair classification can be mollified if we develop a method to remove the embedded sensitive information from the classification features. This line of separating the sensitive information is developed through the causal inference, and the causal inference enables the counterfactual g…

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