Eunseob Choi

I am an undergraduate student at Gwangju Institute of Science and Technology (GIST), majoring in Electrical Engineering and Computer Science. I am currently working as an AI Engineering Intern at JB Woori Capital.

I’m interested in medical imaging AI, including MRI/CT reconstruction and broader image understanding tasks.

I'm always open to discussions and collaborations. Feel free to reach out!

E-mail: eunseob [dot] kr [at] gmail [dot] com

Scholar  /  Linkedin

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Publications

MAESIL: Masked Autoencoder for Enhanced Self-supervised Image Learning
Kyeonghun Kim, Hyeonseok Jung, Youngung Han, Junsu Lim, YeonJu Jean, Eunseob Choi, et al.
International Conference on Electronics, Information and Communication (ICEIC), 2026

A masked autoencoder framework for enhanced self-supervised image learning.

FiLMamba: FiLM-Conditioned State Space Models for 3D Multi-Coil MRI Reconstruction
Eunseob Choi, Hyeonseok Jung, Kyeonghun Kim, Nam-Joon Kim, Pa Hong, Hyuk-Jae Lee
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026 (under review)

A physics-based unrolled 3D multi-coil MRI reconstruction model using FiLM-conditioned state space dynamics with frequency- and geometry-aware scanning for sharper reconstructions under structured undersampling.

MATHENA: Mamba-based Architectural Tooth Hierarchical Estimator and Holistic Evaluation Network for Anatomy
Kyeonghun Kim, Jaehyung Park, Youngung Han, Anna Jung, Seongbin Park, Sumin Lee, Jiwon Yang, Jiyoon Han, Subeen Lee, Junsu Lim, Hyunsu Go, Eunseob Choi, Hyeonseok Jung, Soo Yong Kim, Nam-Joon Kim, Woo Kyoung Jeong, Won Jae Lee, Pa Hong, Ken Ying-Kai Liao, Hyuk-Jae Lee
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026 (under review)

A unified OPG dental analysis framework leveraging linear-complexity Mamba/SSM modules for tooth detection, caries segmentation, anomaly detection, and developmental staging, supported by the PARTHENON benchmark.

Posters

GRAVEX: GPU-accelerated GAN‑Diffusion Representation for Counterfeit Pattern Analysis with MONAI-based Validation & Examination
Kyeonghun Kim, Eunseob Choi, Junsu Lim, Induk Um, Ken Ying-Kai Liao, Hyuk-jae Lee
NVIDIA GTC, 2026
GLARE: GPU-Accelerated 3D CT Vision-Language Reasoning via Efficient Anatomical Boundary Guidance
Youngung Han, Junsu Lim, Eunseob Choi, Soo Yong Kim, Yi Kwan Ginny Wong, Nam-Joon Kim
NVIDIA GTC, 2026

Education

Gwangju Institute of Science and Technology (GIST) — B.S. in Electrical Engineering and Computer Science Mar. 2024 – Present
GPA: 4.08 / 4.5

University of California, Berkeley — Summer Session Exchange Student Jun. 2025 – Aug. 2025
GPA: 4.0 / 4.0


Design adapted from Jon Barron's website.