
Jaedong Hwang
Master's Student
Electrical and Computer Engineering
Seoul National University
: jd730 : jaedong_hwang
About
I am a master's student at Computer Vision Lab (advisor: Prof. Bohyung Han), Seoul National University (SNU). From June 2020 to March 2021, I am doing an internship at Adobe Research under the guidance of Dr. Joon-Young Lee. During undergraduate study, I worked as a research intern at the lab and T-Brain. I also have spent great time with Prof. Joseph Lim at the University of Southern California and Prof. Byoung-Tak Zhang at BioIntelligence Lab, SNU
My research interests come from a question, "How humans can learn from small amounts of data or coarse data such as noisy or weak-labeled data and why machines cannot?" My goal is to reduce the gap between human and machine intelligence by deeply understanding human intelligence and to build robust machines for these coarse data insipired by cognitive science. Shortly, I am interested in these fields as follows:
- Computer Vision: video understanding, weakly-/self-supervised learning, open-set/long-tailed recognition
- Reinforcement Learning: embodied AI, dynamics randomization
- Psychology: curiosity, intuitive concepts (e.g., intuitive physics), decision-making, categorization, child development
- Neuroscience: visual pathway, procedural memory
I am a candidate of two scholarships for doctoral study in limited overseas universities.
News
- [11/2020] One paper is accepted to WACV 2021.
- [09/2020] I am selected as a candiate for Doctral Study Abroad Program Fellowship (2021-2026).
- [08/2020] I am selected as a candidate for The Government Scholarship for Overseas Study (2021-2023).
- [06/2020] I joined Adobe Research @ Remote (due to COVID-19) as a Deep Learning Research Intern mentored by Joon-Young Lee.
- [09/2019] I joined Computer Vision Lab @ Seoul National University as a Master's student advised by Professor Bohyung Han.
- [10/2018] One paper "Robust harmonic field based tooth segmentation in real-life noisy scanned mesh" is accepted to SPIE Medical Imaging (@San Diego, Feb 2019).
- [09/2018] I joined Computer Vision Lab @ Seoul National University as a Research Intern advised by Professor Bohyung Han.
- [05/2018] I joined T-Brain @ SKT, Seoul, Korea, as a Research Intern
Education
Seoul National University
Master's Student in Electrical and Computer Engineering (Advisor: Bohyung Han)
(expected)
Seoul National University
B.S. in Computer Science and Engineering (minor: Brain-Mind-Behavior)
(Summa Cum Laude)
(Summa Cum Laude)
(Apr 2015- Jan 2017 : Military Service)
Publications
Exemplar-Based Open-Set Panoptic Segmentation Network
Jaedong Hwang, Seoung Wug Oh, Joon-Young Lee, Bohyung Han.
In submission. 2021.
Weakly Supervised Instance Segmentation by Deep Community Learning
Jaedong Hwang*, Seohyun Kim*, Jeany Son, Bohyung Han.
To appear in WACV. 2021. [paper],
[project page],
[video].
Robust harmonic field based tooth segmentation in real-life noisy scanned mesh
Jaedong Hwang*, Sanghyeok Park*, Seokjin Lee*, Yeong-Gil Shin.
SPIE 10949, Medical Imaging 2019: Image Processing. 2019. [paper],
[poster]
Learning from Noisy Demonstration Sets via Meta-Learned Suitability Assessor
Te-Lin Wu, Jaedong Hwang, Jingyun Yang, Shaofan Lai, Carl Vondrick, Joseph Lim.
OpenReview. 2018. [paper], [project page],
[video]
An adaptive computational discourse system based on data-driven learning algorithm
Seungwon Lee*, Jaedong Hwang*, Eunsol Kim, Byoung-Tak Zhang.
International Symposium on advanced Intelligent Systems (ISIS) (Vol. 201). 2015. [paper]
Best Session Paper Awards
Professional Experience
Adobe Research, Adobe Inc., CA (remote)
Deep Learning Research Intern, Mentor: Joon-Young Lee
(expected)
Computer Vision Lab, Seoul National University, Korea
Research Intern, Advisor: Bohyung Han
CLVR Lab, University of Southern California, CA
Visitng Student, Advisor: Joseph Lim
T-Brain, SKT, Korea
Research Intern
Cybercrime Investigation Unit, Seoul Metropolitan Police Agency, Korea
Investigator (Auxiliary Police) - as secondment of military service
BioIntelligence Lab, Seoul National University, Korea
Research Intern, Advisor: Byoung-Tak Zhang
Awards & Honors
-
Best Paper of Brain-Mind-Behavior department2017
-
Seoul Metropolitan Police Agency Award Certificate2016
-
ISIS 2015 Best Session Paper Award2015
-
Jongha Fellowship2014
Scholarships
Doctoral Study Abroad Program Fellowship
(expected)
Government Scholarship for Overseas Study
(expected)