About me

I am mainly working with researching, developing, and deploying the state-of-the-art Deep Learning models, especially for vision tasks.

Work Experiences

SK Telecom

2019 - Present
Research Engineeer
Vision AI Labs

Samsung Electronics Co., Ltd.

2013 - 2015
Software Engineer
Ultrasound Development Group
Developing measurement S/W platform for ultrasound diagnostic instruments

Samsung Software Membership

2012
Software Engineer
Developing creative software applications

Educations

Seoul National University

2017 - 2019
Master’s degree
Interdisciplinary Program in Neuroscience
Bio-intelligence laboratory, advised by Prof. Byoung-Tak Zhang

Hanyang University

2006 - 2013
Bachelor’s degree
Biomedical Engineering

International Conference Papers

  • Jin-Hwa Kim, Jaehyun Jun, Byoung-Tak Zhang.Bilinear Attention Networks. In Advances in Neural Information Processing Systems 31, 2018. [pdf]

  • Sang-Woo Lee, Jin-Hwa Kim, Jaehyun Jun, Jung-Woo Ha, Byoung-Tak Zhang. Overcoming Catastrophic Forgetting by Incremental Moment Matching. In Advances in Neural Information Processing Systems 30, 2017. (Spotlight) [pdf] [code]

Domestic Conference Papers

  • 전재현, 장병탁. 지속학습을 위한 경로 선택 모델. 2018 년 한국정보과학회 학술발표논문집 (KCC2018), pages 776-778, 2018.06. [pdf]

  • 전재현, 강우영, 한철호, 허유정, 장병탁. GuessWhat 게임을 위한 주의적 목표지향 질문 생성 모델. 한국컴퓨터종합학술대회(KCC2017) 논문집, pages 829-831, 2017.06. (우수발표논문) [pdf]

  • 전재현, 김은솔, 장병탁. 대화형 질의 응답을 위한 메모리 기반 스토리 학습. 한국정보과학회 동계학술발표회 논문집, pages 582-584, 2016.12. [pdf] [slide] [code]

Workshop Papers

  • Jin-Hwa Kim, Jaehyun Jun, Byoung-Tak Zhang. Bilinear Attention Networks for Visual Grounding. Mutual benefits of cognitive and computer vision (MBCCV) workshop, CVPR, 2019.

  • Jin-Hwa Kim, Yongseok Choi, Sungeun Hong, Jaehyun Jun, Byoung-Tak Zhang. Bilinear Attention Networks for VizWiz challenge. VizWiz Grand Challenge: Answering Visual Questions from Blind People, ECCV, 2018.

  • Jin-Hwa Kim, Jaehyun Jun, Byoung-Tak Zhang. Bilinear Attention Networks for Visual Question Answering. CVPR Workshop on VQA Challenge, 2018.

  • Cheolho Han, Sang-Woo Lee, Yujung Heo, Wooyoung Kang, Jaehyun Jun, Byoung-Tak Zhang. Criteria for Human-Compatible AI in Two-Player Vision-Language Tasks. IJCAI 2017 Workshop on Linguistic and Cognitive Approaches to Dialog Agents (LaCATODA), 2017.

  • Cheolho Han, Yujung Heo, Wooyoung Kang, Jaehyun Jun, Byoung-Tak Zhang. Attention memory for locating an object through visual dialogue. CVPR Workshop on VQA Challenge, 2017.

Awards

Visual Question Answering challenge 2018

June, 2018
Title: Bilinear Attention Networks for Visual Question Answering
1st winner for single models
2nd runners-up for ensemble models

정보과학회 KCC 2017 우수발표논문상

July, 2017
Title: GuessWhat 게임을 위한 주의적 목표지향 질문 생성 모델

한국 IT 전문가협회 글로벌 SW 공모대전 동상 수상

November, 2012
Title: SIP 프로토콜을 이용한 Media Conference

학과주최 졸업논문 공모전 장려상 수상

November, 2012
Title: Development of a Neurofeedback System