CV
Summary
Ph.D. candidate in the Department of Computer Science at Korea University advised by Prof. Hyunwoo J. Kim. The PDF version of the CV is available at the following link.
Research Interests: Deep Learning, Computer Vision, 3D Vision, Efficient DL, Multi-modal Learning, Point Clouds
Education
B.S. (Mar 2016 ~ Sep 2020)
Bachelor of Science, Computer Science and Engineering at Korea University
GPA: 4.02 / 4.50 (94.5/100)
Ph.D. (Sep 2020 ~ Present)
M.S. & Ph.D. integrated program, Computer Science and Engineering at Korea University. (Advisor: Hyunwoo J. Kim)
GPA : 4.24 / 4.50 (97.0 / 100)
Teaching Fellow: COSE474 (Deep Learning, 2020)
Teaching Assitant: COSE361 (Artificial Intelligence, 2021-2022)
Publications
(*: equal contribution)
(*: equal contribution)
2024
[6] vid-TLDR: Training Free Token merging for Light-weight Video Transformer
Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Joonmyung Choi*, Sanghyeok Lee*, Jaewon Chu, Minhyuk Choi, Hyunwoo J. Kim
[5] Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision
Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Sanghyeok Lee*, Joonmyung Choi*, Hyunwoo J. Kim
2023
[4] Read-only Prompt Optimization for Vision-Language Few-shot Learning
International Conference on Computer Vision (ICCV), 2023
DongJun Lee*, Seokwon Song*, Jihee Suh, Joonmyung Choi, Sanghyeok Lee, Hyunwoo J. Kim
[3] Self-positioning Point-based Transformer for Point Cloud Understanding
Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Jinyoung Park*, Sanghyeok Lee*, Sihyeon Kim, Yunyang Xiong, Hyunwoo J. Kim
2022
[2] SageMix: Saliency-Guided Mixup for Point Clouds
Conference on Neural Information Processing Systems (NeurIPS), 2022
Sanghyeok Lee*, Minkyu Jeon*, Injae Kim, Yunyang Xiong, Hyunwoo J. Kim
2021
[1] Point Cloud Augmentation with Weighted Local Transformations
International Conference on Computer Vision (ICCV), 2021
Sihyeon Kim*, Sanghyeok Lee*, Dasol Hwang, Jaewon Lee, Seong Jae Hwang, Hyunwoo J. Kim
Under Review / Pre-print
[U] Robust Multimodal 3D Object Detection via Modality-Agnostic Decoding and Proximity-based Modality Ensemble
under review
Juhan Cha*, Minseok Joo*, Jihwan Park, Sanghyeok Lee, Injae Kim, Hyunwoo J. Kim
Experience
Machine Learning & Vision Lab (MLV Lab) (Sep 2020 ~ Present)
Graduate Student Researcher
Ph.D. candidate in the Department of Computer Sciences at Korea University advised by Dr. Hyunwoo J. Kim
Projects
Blood Image Analysis for the Diagnosis of Infectious Diseases and Blood Cancers (Jul 2022 - Present)
Collaboration with Korea University Guro Hospital (Prof. Chaesung Lim)
keywords: Object Detection, and medical imaging
3D Registration for Multiplex Imaging (Jul 2022 - Mar 2023)
Collaboration with the College of Medicine at Korea University (Prof. Woong Sun)
Alignment & registration in 2D & 3D, medical imaging
AI Diagnostic System for Orthodontics (Feb 2020 - Nov 2021)
Project leader for an automated diagnosis software for a 3D dental model (Mylign)
3D classification, 3D object detection, 3D alignment, medical imaging
Drone Laps (May 2021 ~ Dec 2021)
Startup, Cofounder
Drone-Based Autonomous Maintenance Service
Sponsored by Korea Ministry of Science and ICT (∼ 70,000 USD)
Market research, business model design
Patents
[3] 3D DATA AUGMENTATION METHOD USING WEIGHTED LOCAL TRANSFORMATION AND APPARATUS THEREFOR
Hyunwoo J. Kim, Sihyeon Kim, Sanghyeok Lee, Jinyoung Park
Korean Patent (10-2636217), Feb 07, 2024.
[2] METHOD FOR GENERATING HIGH QUALITY VIDEO WITH PROFESSIONAL FILMING TECHNIQUES THROUGH DEEP LEARNING TECHNOLOGY BASED 3D SPACE MODELING AND POINT-OF-VIEW SYNTHESIS AND APPARATUS FOR SAME
Hyunwoo J. Kim, Sihyeon Kim, Jooyeon Kim, Sanghyeok Lee
Korean Patent (10-2593135), Oct 19, 2023.
[1] METHOD AND APPARATUS FOR READ-ONLY PROMPT LEARNING
Hyunwoo J. Kim, Jinyoung Park, Joonmyung Choi, Sanghyeok Lee, Dongjun Lee, Seokwon Song, Jihee Suh
Korean Patent (10-2563550), Aug 7, 2023.
Presentations or Talks
[2] Token Reductions for Efficient Vision Transformers
Short talk about MCTF & vid-TLDR @ Naver AI Lab (Naver 1784), Mar 2024
[1] 3D Point Cloud and Transformer
Short talk / Tutorial for SageMix @ Korean Computer Vision Society (KCVS) Workshop, Feb 2023
HONORS & AWARDS
Travel Awards for CVPR @ CVPR. 2024
Travel Awards for NeurIPS @ NeurIPS. 2022
Research Grants @ Brain Korea 21(BK21). 2021, 2022
Future Research Fellowship @ Brain Korea 21(BK21). 2021, 2022
Teaching Assistantship @ Korea Univ. 2021,2022
Teaching Fellowship @ Korea Univ. 2020
Scholarship @ Korea Univ. 2016,2017,2018,2019,2020
Services
Reviewer @ Computer Vision and Pattern Recognition (CVPR) - 2023,2024
Reviewer @ Advances in Neural Information Processing Systems (NeurIPS) - 2023
Reviewer @ European Conference on Computer Vision (ECCV) - 2024
