Jinseo's page

Hi, there

My name is Jinseo Jeong

Thank you for visiting my website!

About me

I'm a graduate student at Seoul National University CSE,
advised by Professor Gunhee Kim in the Vision & Learning Lab.
My research interest is in learning a robust model even with imperfect training data.

I graduated from Chung-Ang University with a major in Integrated Engineering. Ranked 1st in the College of Engineering (Summa cum, Laude) with a GPA of 4.43 / 4.5.🎉

Publications

ECCV 2020
Imbalanced Continual Learning with Partitioning Reservoir Sampling

Chris Dongjoo Kim, Jinseo Jeong, and Gunhee Kim

This work expands continual learning towards multi-label classification. In doing so, we identify unanticipated adversity innately existent in many multilabel datasets, the long-tailed distribution. We propose a new sampling strategy for replay-based approach named Partitioning Reservoir Sampling (PRS), which allows the model to maintain a balanced knowledge of both head and tail classes.

continual learningdata imbalance
ICCV 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay

Chris Dongjoo Kim*, Jinseo Jeong*, Sangwoo Moon, and Gunhee Kim (*equal contribution)

We present a replay-based continual learning framework that simultaneously addresses both catastrophic forgetting and noisy labels for the first time. Our solution is based on two observations; (i) forgetting can be mitigated even with noisy labels via self-supervised learning, and (ii) the purity of the replay buffer is crucial. Building on this regard, we propose Self-Purified Replay (SPR) which maintain a highly pure replay buffer amidst noisy streamed data while greatly outperforming the combinations of continual learning and noisy label learning methods.

continual learningnoisy labeled data

Experiences

Research Intern
Vision & Learning Lab
Jan 2019 - Feb 2020
Seoul National Univ, Seoul, Korea
Research Intern
Intelligent Information Processing Lab
Apr 2018 - Aug 2018
Chung-Ang Univ, Seoul, Korea
Research Intern
Motion Graphics Lab
Dec 2016 - Feb 2018
Chung-Ang Univ, Seoul, Korea

Skills

C++
Python
PyTorch
openGL

Awards and Honors

Academic
Samsung Display Paper Award 2020

Minui Hong, Jinseo Jeong, Jinsoo Yu, Gunhee Kim

Gold Prize
Volunteer
Minister Award for outstanding education volunteering by the Minister of Education, Government of South Korea, 2019

Jinseo Jeong(team leader), Seugyeop Han, Kyungji Choi, Jemyoung Lee, Hosul Jeon

부총리 겸 교육부장관상