Myungseo Song

I'm an undergraduate student in Computer Science and Engineering at Seoul National University. Currently, I'm on a leave of absence from my studies and working as a lead machine learning researcher at mAy-I, an AI startup in South Korea.

Email / CV / Scholar / Github

Research Interests

My research interests lie in machine learning and computer vision for real-world applications. Recently, I've been interested in 3D reconstruction and generation, particularly through approaches such as 3D Gaussian Splatting, Neural Radiance Fields (NeRFs), and generative models.

Education

Seoul National University Mar. 2018 – Aug. 2026 (expected)
B.S., Computer Science and Engineering
* Currently on a leave of absence from my studies and will be resuming them
* Includes 34-month mandatory military service in South Korea

Publications

	Exploring the Camera Bias of Person Re-identification Myungseo Song, Jin-Woo Park, Jong-Seok Lee ICLR 2025 (Spotlight paper) Paper / OpenReview
	A Training-Free Defense Framework for Robust Learned Image Compression Myungseo Song, Jinyoung Choi, Bohyung Han arXiv preprint, 2024 Paper
	Unsupervised Pre-training for Data-Efficient Text-to-Speech on Low Resource Languages Seongyeon Park, Myungseo Song, Bohyung Kim, Tae-Hyun Oh (Equal contribution) ICASSP 2023* * Also presented at ICML 2022 Workshop on Machine Learning for Audio Synthesis (Oral presentation) Paper / Code
	Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform Myungseo Song, Jinyoung Choi, Bohyung Han ICCV 2021 Paper / Code

Work Experience

mAy-I, Inc. Nov. 2023 – May. 2025
Lead Machine Learning Researcher Seoul, Korea
* Fulfilled mandatory military service

CNAI, Inc. Oct. 2021 – Oct. 2023
Machine Learning Researcher Seoul, Korea
* Fulfilled mandatory military service

Computer Vision Lab in Seoul National University Sep. 2020 – Sep. 2021
Research Intern, Advisor: Prof. Bohyung Han Seoul, Korea

NCSOFT, Inc. Jul. 2020 – Aug. 2020
Research Intern Pangyo, Korea

Intellisys, Inc. Jan. 2020 – Feb. 2020
Software Engineering Intern Seoul, Korea

Academic Service

Journal Reviewer
TIP (2023)

Conference Reviewer
ICLR (2025), NeurIPS (2024), WACV (2023)

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