2022 - 2024
Postgraduate Researcher
▶ Learning to Make Keypoints Sub-pixel Accurate (Advisor: Dr. Daniel Barath)
Designed and conducted experiments for a novel and generalizable (accross detector-matcher combination) keypoint refinement method to improve two view pose estimation.
Paper accepted to ECCV 2024
10/2023 - 09/2024
▶ Featuremetric Refinement for Bundle Adjusting NeRF
Devised a way to conduct featuremetric refinement for BARF.
03/2023 - 10/2023
2017 - 2022
Undergraduate Researcher
▶ Weakly Supervised Semantic Segmentation
Designed and conducted experiments for a novel semantic segmentation framework where its neural networks are trained with only image-level supervision.
Paper accepted to ECCV 2022
09/2021 - 03/2022
▶ Self-supervised Event Feature Embedding
Devised and validated self-supervised pre-text tasks to learn features of event sequences used for both stereo and image reconstruction tasks.
08/2021 - 10/2021
▶ Unsupervised Deep Interest Point Detector and Descriptor
Can extract good features to be matched, even around abrupt depth change
07/2020 - 12/2020
▶ Immediate Correction of Robot Reaction Based on Error-Related Potentials
Detect Error-Related Potential to immediately know and correct inappropriate action of BCI-controlled vehicle
02/2018 - 10/2018
2014 - 2016
Individual Researcher
▶ Object Recognition Based on HOG and SVM
Used Histogram of Oriented Gradients as feature descriptor of LEGO blocks and trained Support Vector Machine to classify type of the blocks
02/2016 - 12/2016
▶ Algorithm for Autonomous Vehicle using Computer Vision
Designed a decision-making algorithm to recognize and react to traffic sign, based on template matching
2nd Prize, 2015 Autumn Conference High School Student Paper Competition, KICS
3rd Prize, 5th Science Academy Excellent R&E Joint Conference, Daejeon Science Academy
02/2015 - 12/2015
Shinjeong Kim, Marc Pollefeys, and Daniel Barath. Learning to Make Keypoints Sub-pixel Accurate. In European Conference on Computer Vision (ECCV), 2024 [pdf]
Sung-Hoon Yoon, Hyeokjun Kweon, Jegyeong Cho, Shinjeong Kim, and Kuk-Jin Yoon. Adversarial Erasing Framework via Triplet with Gated Pyramid Pooling Layer for Weakly Supervised Semantic Segmentation. In European Conference on Computer Vision (ECCV), 2022. [pdf]
Jin Woo Choi, Taehyeon Choi, Shinjeong Kim, and Sungho Jo. Towards Utilization of Error-Related Potentials for Brain-to-Vehicle Communication. In 2019 7th International Winter Conference on Brain-Computer Interface (BCI), pages 1-6. IEEE, 2019. [pdf]
2019
Research Intern
▶ Clova Biz AI (department of AI research and development)
Analyzed causality between each field of advertisement data and user impression
Developed model that classifies font of characters extracted from advertisement data
Improved performance of on-line market product category classification model
02/2019 - 08/2019
2022 Jeollanamdo Scholarship Program for Study Overseas
2018 Talent Award of Korea
Jeollanamdo Scholarship Program for Study Overseas, Jeollanamdo Institute for Talent & Lifelong Education 2022 - 2024
Dean's List (7 Times), KAIST 2017 - 2021
ETH Student Summer Research Fellowship 2020, ETH Zurich Dept. of Computer Science 2019 (canceled due to COVID-19)
Talent Award of Korea, Korean Minister of Education 11/2018
Presidential Science Scholarship, President of Republic of Korea 2017 - 2022
KAIST Presidential Fellowship, President of KAIST 2017 - 2022
19th Korea Intelligent Robot Contest, Special Prize (UL industrial safety prize), Korea Institute of Robotics and Technology Convergence (KIRO) 11/2017
5th Science Academy Excellent R&E Joint Conference, 3rd Prize, Daejeon Science Academy 2016
2015 Autumn Conference High School Student Paper Competition, 2nd Prize, The Korean Institute of Communications and Information Sciences (KICS) 2015
Hanseong Nobel Scholarship, Hanseong Sonjaehan Scholarships Foundation 2015 - 2016
2014 Helpful Science and Technology Competition, 3rd Prize, The Korea Federation of Science and Technology Societies 2014
Participant of Hyundai ZER01NE Day 2019 Robot Contest Session 09/2019
Assistant Lecturer of KAIST HSS062(AJ) Basic Robotics for Freshman 02/2018 - 10/2018
Director of Education of KAIST Robotics Club (Microrobot Research) 02/2018 - 10/2018
Volunteer Tutor of Mokpo Youth Consulting and Welfare Center 01/2018 - 02/2018
Visiting Student of University of California, Berkeley 06/2017 - 07/2017
Regular Member of KAIST Robotics Club (Microrobot Research) 02/2017 - Present
Worcester Polytechnic Institute Frontiers Program (Pre-College Summer Program) - Robotics 07/2015
Director of Programming of Gwangju Science Academy Engineering Club (SCV) 2015 - 2016