Ju Young Hong

Robotics and Computer Vision Lab ( Sejong-RCV)

MS/PhD: Department of Intelligent Mechatronics Engineering, Sejong University, (2022.03~)

BS: School of Intelligent Mechatronics Engineering, Sejong University, (2018.03-2022.02)

📞 Contact: jyhong@rcv.sejong.ac.kr / liv0vil98@naver.com

📌LinkedIn: Juyoung Hong

💻 Github : liv0vil

Education 🏫

Robotics & Computer vision

M.S./ Ph.D Dept. of Intelligent Mechatronics Engineering , Sejong Univ. (Mar. 2022 ~ )

B.S. Dept. of Intelligent Mechatronics Engineering , Sejong Univ. (Mar. 2018 ~ Feb. 2022)

Publications 📚

[C] MARS: What Retrieval Signals Are Hidden in Multimodal Large Language Models for Text-Video Retrieval?,
Uicheol Jung, Juyoung Hong, Geuntaek Lim and Yukyung Choi
Conference on Empirical Methods in Natural Language Processing (EMNLP) 2026.

[J] TAME: Temporal-Aware Mixture-of-Experts for Text-Video Retrieval,
Uicheol Jung, Juyoung Hong, Hojung Kwon and Yukyung Cho
IEEE Access, Jan. 2026. [PDF]

[J] Causal Inference for Modality Debiasing in Multimodal Emotion Recognition,
Juyeon Kim*, Juyoung Hong*, and Yukyung Cho
Applied Sciences, Dec 2024. [PDF]

[J] Overcoming Overconfidence for Active Learning,
Yujin Hwang, Won Jo, Juyoung Hong, Yukyung Choi,
IEEE Access, Aug. 2024. [PDF]

[C] Survey on Emotion Recognition Databases,
Juyoung Hong, Yujin Hwang, Gwang Jin Lee, Yukyung Choi,
IEEE International Conference on Control, Automation and System (ICCAS), Nov 2022. [PDF]

[J] Depressive Symptoms feature-based Machine Learning Approach to Predict Depression using Smartphone,
Juyoung Hong, Jiwon Kim, Sunmi Kim, Jaewon Oh, Deokjong Lee, San Lee, Jinsun Uh, Juhong Yoon, Yukyung Choi,
Healthcare, June 2022. [PDF]

[C] Weight Change Prediction for Automated Depression Diagnosis,
Juyoung Hong, Jeongmin Shin, Yujin Hweang, Jeonmin Lee, Yukyung Choi,
IEEE International Conference on Control, Automation and System (ICCAS), Oct 2021. [PDF][Code]

[C] Automatic Depression Prediction using Screen Lock/Unlock Data on the Smartphone,
Jiwon Kim, Juyoung Hong, Yukyung Choi,
IEEE International Conference on Ubiquitous Robots (UR), July 2021. [PDF]

Research Projects 🔍

Development of multimodal data input-based search augmentation generation technology

Institute of Information & Communications Technology Planning & Evaluation(IITP)
Sep. 2024 ~

Dark data analysis technology for data scale and accuracy improvement

Institute of Information & Communications Technology Planning & Evaluation(IITP)
Jan. 2022 ~ Dec. 2024

Development of emotion recognition/generation-based interacting edge device technology for mental health care

Institute of Information & Communications Technology Planning & Evaluation(IITP)
Jan. 2022 ~ Dec. 2023

Development of HW/SW platform for interactive self-monitoring in real-time addressing the mental health problems based on brain-cognitive behavioral data

Institute of Information & Communications Technology Planning & Evaluation (IITP)
Mar. 2021 ~ Dec. 2021.

Patents & SW 🗂️

Temporal-aware mixture-of-experts-based text-video retrieval method and apparatus

[출원] 시간 인지 전문가 혼합 기반 텍스트-비디오 검색 방법 및 장치 (10-2026-0069184), Apr. 2026

Method and apparatus for open-vocabulary scene graph generation based on deep learning

[등록] 딥러닝 기반 개방형 어휘 장면 그래프 생성 방법 및 그 장치 (10-2972467), May 2026

Method and apparatus for multimodal emotion recognition with modality bias removal

[등록] 모달리티 편향을 제거한 멀티모달 감정 인식 방법 및 그 장치 (10-2932625), Feb. 2026

Active learning method and apparatus for deep learning model

[등록] 딥러닝 모델의 능동적 학습 방법 및 그 장치 (10-2753547), Jan. 2025

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