Jinyeong Chae (채진영)

Research topic

Machine Learning, Knowledge-based reasoning, and Video Understanding

Education

MS [2020.3 ~ 2022.02] (Advisor: Jihie Kim)

Department of Artificial Intelligence (G.P. A 4.5/4.5)

Dongguk University (DGU), ML-Lab

BS [2016.3 ~ 2020.2] 

Department of Statistics, Convergence Software (Double major)

Dongguk University (DGU)


Publications

MoLEF: A Moment Localization Evaluation Framework 

Towards a Complete Benchmark on Video Moment Localization 

An Investigation of Transfer Learning Approaches to Overcome Limited Labeled Data in Medical Image Analysis

Type-specific Multi-head Shared-Encoder Model for Commonsense Machine Reading Comprehension 

Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base

Cross Encoder-Decoder Transformer with Global-Local Visual Extractor for Medical Image Captioning

Attentive Transfer Learning via Self-Supervised Learning for Cervical Dysplasia Diagnosis

An Attention-based Deep Learning Model with Interpretable Patch-Weight Sharing for Diagnosing Cervical Dysplasia

A Pressure Ulcer Care System For Remote Medical Assistance: Residual U-Net with an Attention Model Based for Wound Area Segmentation

A Dual Attention Network for Skin Lesion Classification

A Study of the Dealing with Learning Performance in Imbalanced Data - Oriented in the Voice Analysis of Patients with Parkinson's disease

Awards and Scholarships 

2022: Best paper award, Korea Computer Congress, Korea  Institute of Information  Scientists and Engineers

2022: Research award, DGU

2021: Outstanding Achievement Scholarship, DGU

2020: Outstanding Achievement Scholarship, DGU

2019: Samsung Software Scholarship, twice

2019: Scholarship by Course (Artificial Intelligence course)

2019: Gold Award in Dongguk Software festival

2019: Excellent Prize in Dongguk ICT FARM Competition

2018: Scholarship by Course (Sample design course)

Work experiences 

2023.10 - Present: AI Engineer, SK broadband Co., Ltd

2022.01- Present: Researcher, Seoul National University, Graduate school of data science (Advisor: Joonseok Lee)

2023.07 - 2023.08: Intern, SK broadband Co., Ltd

2022.02 - 2022.08 : AI Researcher, Okestro, Ltd

2020.03 - 2022.02 : Research Assistant, AIC-DGU Lab, DGU

2020.10 - 2021.03 : Researcher, National University of Singapore, Singapore (Advisor: Roger Zimmermann, Ying Zhang)

2020.09 - 2020.12 : Teaching Assistant, DGU

2020.03 -  2020.06 : Teaching Assistant, DGU

2019.03 - 2019.06 : Mentor of Introduction to artificial intelligence course, DGU

2019.06 - 2019.08: Student Researcher, Purdue University, USA (Advisor: Eric Matson)

Patents

Deep learning model and medical diagnosis method for image captioning, Mar 2022

Apparatus and method for answering visual question based on Korean, Feb 2022

Dual pretraining method using Multi-task learning for machine reading comprehension based on commonsense knowledge, Oct 2021 

A remote medical assistance diagnosis system based on deep learning for wound care, Jul 2021 [Software program]

Apparatus and method for medical image analysis, Jul 2021

Apparatus and method of analyzing status and change of wound area based on deep learning, Sep 2020, [Issued]

Criminal detection and operation method thereof, Dec 2019, [Issued]


Exercise posture evaluation device and operation method thereof, Nov 2019, [Issued]


Academic Activities