Byungsoo Ko (original) (raw)
- Computer vision
- Multi-modal contrastive learning
- Metric learning (generalization, image retrieval)
- Line segment detection
- Text-to-image generation (especially, transformer-based approach like DALL-E)
(* authors contributed equally)
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks
Jon Almazan, Byungsoo Ko, Geonmo Gu, Diane Larlus, Yannis Kalantidis
ECCV, 2022
[paper]
Large-scale Bilingual Language-Image Contrastive Learning
Self-Distilled Hashing for Deep Image Retrieval
Young Kyun Jang, Geonmo Gu, Byungsoo Ko, Nam Ik Cho
ECCV, 2022
Towards Light-weight and Real-time Line Segment Detection
Geonmo Gu*, Byungsoo Ko*, SeoungHyun Go, Sung-Hyun Lee, Jingeun Lee, Minchul Shin
The Association for the Advancement of Artificial Intelligence (AAAI), 2022
[paper] [code] [ppt] [colab] [demo]
Learning with Memory-based Virtual Classes for Deep Metric Learning
RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network
Minchul Shin, Yoonjae Cho, Byungsoo Ko, Geonmo Gu
Arxiv, 2021
[paper]
Proxy Synthesis: Learning with Synthetic Class for Deep Metric Learning
An Effective Pipeline for a Real-world Clothes Retrieval System
Yang-Ho Ji*, HeeJae Jun*, Jongtack Kim*, Youngjoon Kim*, Byungsoo Ko*, Insik Kim* Hyong-Keun Kook*, Jingeun Lee*, Sanghyuk Park* Sangwon Lee*
CVFAD Workshop on Computer Vision and Pattern Recognition (CVPR), 2020
[arxiv]
Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning
Symmetrical Synthesis for Deep Metric Learning
A Benchmark on Tricks for Large-scale Image Retrieval
Byungsoo Ko*, Minchul Shin*, Geonmo Gu, HeeJae Jun, Tae Kwan Lee, Youngjoon Kim
Arxiv, 2019
[arxiv]
Combination of Multiple Global Descriptors for Image Retrieval
HeeJae Jun*, ByungSoo Ko*, Youngjoon Kim, Insik Kim, Jongtack Kim
Arxiv, 2019
Naive semi-supervised deep learning using pseudo-label
Zhun Li, Byungsoo Ko, Ho-Jin Choi
Peer-to-Peer Networking and Applications (SCIE) , 2018
[paper]
Finding a News Article Related to Posts in Social Media: The Need to Consider Emotion as a Feature
Byung s oo Ko, Chanyong Park, Dongkeon Lee, Jaewon Kim, Ho-Jin Choi, Dongsoo Han
The 1st International Workshop on Dialog Systems (IWDS), 2018
[paper] [code]
Pseudo Labeling Using Gaussian Process for Semi-supervised Deep Learning
Zhun Li, Byungsoo Ko, Ho-Jin Choi
IEEE International Conference on Big Data and Smart Computing (BigComp) , 2017
[paper]
Controlled Dropout: a Different Dropout for Improving Training Speed on Deep Neural Network
Byungsoo Ko, Han-Gyu Kim, Ho-Jin Choi
IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2017
Empathy Bot - Conversational Service for Psychiatric Counseling with Chat Assistant
Kyo-Joong Oh, DongKun Lee, Byungsoo Ko, Jonghwan Hyeon, Ho-Jin Choi
Precision Healthcare through Informatics: MEDINFO, 2017
[paper]
A Chatbot for Psychiatric Counseling in Mental Health Care Service Based on Emotional Dialogue Analysis and Sentence Generation
Kyo-Joong Oh, Dongkun Lee, Byungsoo Ko, Ho-Jin Choi
WSTIE (workshop in IEEE MDM), 2017
[paper]
Neural Network-based Autonomous Navigation for a Homecare Mobile Robot
Byungsoo Ko, Ho-Jin Choi, Chansol Hong, Jong-Hwan Kim, Oh Chul Kwon, Chang D. Yoo
BigData4Healthcare (workshop in IEEE BigComp), 2017
[paper]
Controlled Dropout: a Different Approach to Using Dropout on Deep Neural Network
Byungsoo Ko, Han-Gyu Kim, Kyo-Joong Oh, Ho-Jin Choi
IEEE International Conference on Big Data and Smart Computing (BigComp), 2017
- 2nd Place in DeepFashion2 Clothes Retrieval Challenge at CVPR workshop (CVFAD), 2020
- Publication: [arxiv]
- 8th Place in Google Landmark Retrieval in Kaggle, 2019
- Publication: [arxiv]
- 29th Place in Google Landmark Recognition in Kaggle, 2019
- Government-funded scholarship in KAIST, 2016-2017
- Dean's award for graduation with honors in CNU, 2016
- Exchange student scholarship in CNU, 2013
- Dean's list scholarship in CNU,2010-2015
- Research engineer at NAVER & LINE corp., Apr. 2018 - Now
- Master's student researcher at Knowledge Engineering and Collective Intelligence Lab in KAIST, Mar. 2016 - Apr. 2018
- Undergraduate student researcher at Applied Scientific Computing Lab in CNU, Dec. 2014 - Dec. 2015
- Mobile application developer intern in Mobidaim, Jan. 2015 - Feb. 2015
- Master's degree: Korea Advanced Institute of Science and Technology (KAIST), 2016 - 2018
- Bachelor's degree: Chungnam National University (CNU), 2010-2016
- Exchange student at Memorial University of Newfoundland (MUN) in Canada, 2014