cv | Eunsu Baek

Full Name	Eunsu Baek
Label	PHD Student
Email	beshu9407@snu.ac.kr
URL	homepage
Github	github
Languages	Korean, English
Summary	Ph.D. student at SNU GSDS whose research focuses on building reliable real-world AI and adaptive sensing for DNNs—improving robustness by optimizing sensor configurations in data acquisition, beyond scaling models alone. This idea is inspired by how humans adapt perception via active sensing (e.g., corrective lenses or pupil dilation/constriction) in the wild. To validate this concept, my research spans robustness benchmarking, adaptive sensing frameworks, and a path toward next-generation AI, with first-author publications at CVPR, ICLR, and NeurIPS. My long-term goal is to build trustworthy embodied AI systems that learn to perceive and act adaptively in the real world toward scalable, human-aligned intelligence.

2022.07 - current
Data scientist and researcher

AIoT lab, Seoul National University, Seoul, Republic of Korea
- ImageNet-ES: Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains. (CVPR’ 24)
- MIRROR: Towards Generalizable On-Device Video Virtual Try-On for Mobile Shopping. (IMWUT‘ 23 & UbiComp‘ 24)
- Out-of-Distribution Detection with Uncertainty Quantification for Optical Diagnosis of Colorectal Polyps (CKAIA’ 24)
- Lens: Adaptive Camera Sensor for Vision Models. (will be submitted to ICLR‘ 25)
2019.10 - 2022.02
Research Assistant, Intern

HCIL Lab, Seoul National University, Seoul, Republic of Korea
- MRViz: Visualization System for Analyzing Reliability of CNN-based Deep Learning Model
2019.05 - 2022.09
Research Intern

HCS lab, Seoul National University, Seoul, Republic of Korea
- SilverStone: Research and Development on Privacy Preserving Techniques for Server Offloading-based Deep Learning Technology

2024
People’s Choice Demo Runner-up Award, Mobisys 2024
- On-Device Video Virtual Try-On for Mobile Shopping People’s Choice Demo Runner-up Award, Mobisys 2024
2024
Travel funds, CVPR 2024
- Received $400 support from CVPR for business trips.
2023
SAMSUNG AI Challenge Award, SAIT
- Camera-Invariant Domain Adaptation.
- 1st place (of 212 teams), awarded $7,611
2023 - current
Medical AI Scholarship, SNU AIMED
- receiving $3,805 every semesters
2022
Coral Competition Award, Google-SNU
- {"NaviBl"=>"Navigation for Blinds."}
- 1st place, awarded $1,522
2022
GSDS Development Fund Scholarship, SNU GSDS
- Supported by software overseas support foundation.
- awarded $7,611
2017
Sookmyung Debate Competition Award, SMWU
- Artificial Intelligence: The Future Apocalypse.
- Outstanding awarded
2016
Leadership Scholarship, SMWU
- Acted as the president of the science student council & GSC member.
- 2 times awarded, $3805
2015 – 2018
Samsung SW Scholarship, SWMU SCSC
- Awarded for academic excellence student on computer science.
- 5 times awarded, $266
2015 – 2018
Sookmyung Women’s University Scholarship, SMWU
- Awarded 1st place (21 major courses, 4.07/4.3) & 3x Academic Excellence.
- awarded $2,891
2014
Club Room Environmental Contest, SMWU
- Acted as the captain of the Natural Science Research Society.
- awarded $380

2024 Summer
On-device AI

Samsung Electronics, Seoul, Republic of Korea
- Lab Instructor - Designed and ran the practice classes.
2024 Summer
Advanced Expert Course in Big Data, Fintech, and AI

K-Digital Traning Program with Seoul National University, Seoul, Republic of Korea
- Lab Instructor (Head TA) - Designed and ran the practice classes.
2023 Winter
Ambient AI Boot Camp

Seoul National University Graduate School of Data Science, Seoul, Republic of Korea
- Lab Instructor - Designed and ran the practice classes.
2022 Fall
Ambient AI Platforms and Practice (M3239.005900)

Seoul National University Graduate School of Data Science, Seoul, Republic of Korea
- Lab Instructor (Head TA) - Designed, ran the practice classes and built the testbeds.
2021 Fall
Digital Computer Concept and Practice (035.001)

Seoul National University Dept. of Computer Science and Engineering, Seoul, Republic of Korea
- Lab Instructor - Designed and ran the practice classes.
2019 Fall
Computer Programming (M1522.000600)

Seoul National University Dept. of Computer Science and Engineering, Seoul, Republic of Korea
- Lab Instructor - Designed and ran the practice classes.

Software
- Python, Java Script, C/C++/C#, SQL, Java, R, Mathematica
Platform
- Coral, Jetson, WebApp, System Programming, Android, Arduino, BLE networking, Unity, DBeaver, Bigquery, Neo4J, MongoDB, FPGA, GPU-Programming
Frameworks
- Torch, Keras, Tensorflow, Flask, React, Vue, D3, IBMFL(Federated Learning), OpenOOD