Ph.D. Candidate in Artificial Intelligence · Ajou University
Computational Intelligence Lab, advised by Prof. Jongbin Ryu
I research efficient AI across vision, language, and vision–language–action (VLA) models, with a focus on deployment under tight compute budgets from edge devices to robot control loops.
- Vision–Language–Action models — inference efficiency and amortization for robotic manipulation
- Efficient LLMs — structured pruning and recovery, low-rank adapter aggregation under quantization
- Test-time adaptation — training-free adaptation of vision–language models at deployment
- Efficient architectures — re-parameterization, on-device and low-power computer vision
| 🏆 | 1st place, 2025 IEEE Low-Power Computer Vision Challenge, Track 1 (CVPR 2025 Workshop) — on-device image classification deployed on Snapdragon via Qualcomm AI Hub |
| 📄 | Published in BMVC, ACCV, Scientific Reports, and International Journal of Surgery |
| 🔬 | Ongoing: VLA, structured LLM pruning, test-time adaptation |
| Type | Date | Contents | Organization | Repository |
|---|---|---|---|---|
| 🧑🎓 PhD Program | 2024.03 ~ Now | CILab under Prof.Jongbin Ryu | Ajou University | - |
| 🧑🎓 Master’s Program | 2022.03 ~ 2024.02 | CILab under Prof.Jongbin Ryu | Ajou University | - |
| 🥳 Community | 2022.09 ~ 2023.12 | GDSC Ajou 1st Core Member | Google Developer Student Club | GDSC Ajou |
| 🏆 Contest Exhibit | 2023.01 ~ Now | Google Solution Challenge 2023 (Global Top 100) | Vici-gsc | |
| 🏢 Internship | 2021.01 ~ 2022.02 | CILab under Prof.Jongbin Ryu | Ajou University | - |
| 🏆 Contest Exhibit | 2021.03 ~ 2021.09 | Recommender System 기반 검색&아카이브 서비스 "Findmap" 개발 (ACK2021 우수상, 한이음2021 동상) | 한국정보산업연합회, 한이음 | Findmap |
| 🎡 Project | 2021.03 ~ 2021.06 | NLP를 활용한 스크립트 기반 영상 검색 및 요약 서비스 "FindU" 개발 (DCS2021 대학생 논문경진대회 금상) | FindU(Ajou University) | FindU |
| 🎡 Project | 2020.11 ~ 2020.12 | 레시피 추천 어플리케이션 "Recipe Helper" 개발 | TomTomVIP(Ajou Univ) | recipe_helper |
| 🎡 Project | 2020.09 ~ 2020.10 | IsolaA를 이용한 "Autosar" toy project | 귀여운 고슴도치(Ajou Univ) | toy_autosar |
| 🎡 Project | 2020.09 ~ 2020.01 | 고등학생 전용 어플리케이션 "도담도담" 서비스 출시 | DumDum(Ajou Univ) | dodam_android |
| 🏢 Internship | 2020.07 ~ 2020.08 | R&D (Object Detection, OCR, InsightFace) | AHAM Corp | 🔒 private |
| 🏫 Education | 2020.01 ~ 2020.08 | Algorithm Study | Boradori | boradori |
| 🏆 Contest Exhibit | 2019.11 ~ 2020.01 | 금융 문자 분석 경진 대회 | KB 금융그룹 | NLP/pytorch-models |
| 🏆 Contest Exhibit | 2019.08 ~ 2019.12 | 2019 공개SW 개발자 대회 | 과학기술정보통신부, nipa | chungyo |
| 🏫 Education | 2016.03 ~ 2022.02 | Department of software | Ajou University | - |
