• [2018 - 2023] Ph.D., Computer Engineering at SungKyunKwan University,
• [2015 - 2018] M.S., Computer Science at International University - Vietnam National University HCM City.
• [2010 - 2015] B.S., Computer Science at International University - Vietnam National University HCM City.

• [2023.09 - Present] Postdoctoral Researcher, Sungkyunkwan University
• [2015.09 - 2018.05] Research Assistant, International University - Vietnam National University HCM City
• [2013 - 2015] Teacher Assistant, International University - Vietnam National University HCM City

• [2025.10] Rank 2nd of Track 1 in the AI City Challenge in ICCV 2025, organized by Nvidia.
• [2025.10] Rank 2nd of Track 4 in the AI City Challenge in ICCV 2025, organized by Nvidia.
• [2025.06] Rank 1st of Track 4, PBVS 2025 workshop in CPVR 2025.
• [2024.06] Rank 3rd of Track 4 in the AI City Challenge in CPVR 2024, organized by Nvidia.
• [2024.06] Rank 2nd of Track 3 in the AI City Challenge in CPVR 2024, organized by Nvidia.
• [2023.12] National Research and Development Excellence 100 Selections in Korea.
• [2023.09] Funding from the BK21 (Brain Korea 21) Postdoctoral Fellowship at Sungkyunkwan University.
• [2023.06] Rank 1st of Track 5 in the AI City Challenge in CPVR 2023, organized by Nvidia.
• [2023.06] Rank 3rd of Track 4 in the AI City Challenge in CPVR 2023, organized by Nvidia.
• [2022.06] Rank 4th of Track 4 in the AI City Challenge in CPVR 2022, organized by Nvidia.
• [2021.06] Rank 4th of Track 1 in the AI City Challenge in CPVR 2021, organized by Nvidia.
• [2020.12] Rank 1st of Segmentation in the AI Contest.
• [2020.12] Rank 2nd of Object Detection in the AI Contest.
• [2020.10] Rank 1st of Object Detection in the KODAS (4th Pangyo Autonomous Mobility Show: Autonomous Driving Recognition Technology Competition). link 1 link 2 link 3
• [2019.10] Rank 2nd of Object Detection in the KODAS (3th Pangyo Autonomous Mobility Show: Autonomous Driving Recognition Technology Competition).

• [2021 - Present] Edge Traffic Surveillance system, which is supported by Institute of Information & communications Technology Planning & Evaluation (IITP) grant funded by the Korea government (MSIT).
• [2018 - 2022] Autonomous Car project, which is supported by the National Research Foundation of Korea (NRF) Grant funded by the Korea Government (MSIT).
• [2018 - 2019] Gap and Flush measurement project, cooporated with Huyndai.
• [2014 - 2018] Traffic Surveillance System project in Ho Chi Minh City, which was deployed on Nguyen Van Kiet road in Ho Chi Minh city, Viet Nam.

2026

• TSBOW: Traffic Surveillance Benchmark for Occluded Vehicles Under Various Weather Conditions
  Ngoc Doan-Minh Huynh, Duong Nguyen-Ngoc Tran, Long Hoang Pham, Tai Huu-Phuong Tran, Hyung-Joon Jeon, Huy-Hung Nguyen, Duong Khac Vu, Hyung-Min Jeon, Son Hong Phan, Quoc Pham-Nam Ho, Chi Dai Tran, Trinh Le Ba Khanh, Jae Wook Jeon
  The 40th Annual AAAI Conference on Artificial Intelligence (AAAI-26), 2026
  Paper

• A Hybrid Data-Centric Framework for Thermal Multiple-Object Tracking with Complex Motion Patterns
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Quoc Pham-Nam Ho, Chi Dai Tran, Ngoc Doan-Minh Huynh, Huy-Hung Nguyen, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2026
  Paper

2025

• Depthtrack: Cluster meets bev for multi-camera multi-target 3d tracking
  Tai Huu-Phuong Tran, Duong Nguyen-Ngoc Tran, Ngoc Doan-Minh Huynh, Chi Dai Tran, Long Hoang Pham, Quoc Pham-Nam Ho, Huy-Hung Nguyen, Duong Khac Vu, Hyung-Min Jeon, Hyung-Joon Jeon, Son Hong Phan, Trinh Le Ba Khanh, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2025
  Paper

• Data augmentation is all you need for robust fisheye object detection
  Long Hoang Pham, Quoc Pham-Nam Ho, Duong Khac Vu, Huy-Hung Nguyen, Chi Dai Tran, Duong Nguyen-Ngoc Tran, Tai Huu-Phuong Tran, Ngoc Doan-Minh Huynh, Hyung Joon Jeon, Hyung-Min Jeon, Son Hong Phan, Trinh Le Kha Ba, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2025
  Paper

2024

• Dual Memory Networks Guided Reverse Distillation for Unsupervised Anomaly Detection
  Chi Dai Tran, Long Hoang Pham, Duong Nguyen-Ngoc Tran, Quoc Pham-Nam Ho, Jae Wook Jeon
  Asian Conference on Computer Vision (ACCV), 2024
  Paper

• Dynamic Retraining-Updating Mean Teacher for Source-Free Object Detection
  Trinh Le Ba Khanh, Huy-Hung Nguyen, Long Hoang Pham, Duong Nguyen-Ngoc Tran, Jae Wook Jeon
  European Conference on Computer Vision (ECCV), 2024
  Paper

• Optimizing Monocular Driving Assistance for Real-time Processing on Jetson AGX Xavier
  Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran, Long Hoang Pham, Jae Wook Jeon
  IEEE Access, 2024
  Paper

• Improving object detection to fisheye cameras with open-vocabulary pseudo-label approach
  Long Hoang Pham, Quoc Pham-Nam Ho, Duong Nguyen-Ngoc Tran, Tai Huu-Phuong Tran, Huy-Hung Nguyen, Duong Khac Vu, Chi Dai Tran, Ngoc Doan-Minh Huynh, Hyung-Min Jeon, Hyung-Joon Jeon, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2024
  Paper

• Multi-view spatial-temporal learning for understanding unusual behaviors in untrimmed naturalistic driving videos
  Huy-Hung Nguyen, Chi Dai Tran, Long Hoang Pham, Duong Nguyen-Ngoc Tran, Tai Huu-Phuong Tran, Duong Khac Vu, Quoc Pham-Nam Ho, Ngoc Doan-Minh Huynh, Hyung-Min Jeon, Hyung-Joon Jeon, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2024
  Paper

2023

• A Vision-Based method for real-time traffic flow estimation on edge devices
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Huy-Hung Nguyen, Jae Wook Jeon
  IEEE Transactions on Intelligent Transportation Systems, 2023
  Paper

• Robust automatic motorcycle helmet violation detection for an intelligent transportation system
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Hyung-Joon Jeon, Huy-Hung Nguyen, Hyung-Min Jeon, Tai Huu-Phuong Tran, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2023
  Paper

• Improving deep learning-based automatic checkout system using image enhancement techniques
  Long Hoang Pham, Duong Nguyen-Ngoc Tran, Huy-Hung Nguyen, Hyung-Joon Jeon, Tai Huu-Phuong Tran, Hyung-Min Jeon, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2023
  Paper

2022

• Universal Detection-Based Driving Assistance Using a Mono Camera With Jetson Devices
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Huy-Hung Nguyen, Tai Huu-Phuong Tran, Hyung-Joon Jeon, Jae Wook Jeon
  IEEE Access, 2022
  Paper

• A robust traffic-aware city-scale multi-camera vehicle tracking of vehicles
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Hyung-Joon Jeon, Huy-Hung Nguyen, Hyung-Min Jeon, Tai Huu-Phuong Tran, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2022
  Paper

• DeepACO: A Robust Deep Learning-Based Automatic Checkout System
  Long Hoang Pham, Duong Nguyen-Ngoc Tran, Huy-Hung Nguyen, Tai Huu-Phuong Tran, Hyung-Joon Jeon, Hyung-Min Jeon, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2022
  Paper

2021

• A Region-and-Trajectory Movement Matching for Multiple Turn-Counts at Road Intersection on Edge Device
  Duong Nguyen-Ngoc Tran, Long Hoang Pham, Huy-Hung Nguyen, Tai Huu-Phuong Tran, Hyung-Joon Jeon, Jae Wook Jeon
  IEEE/CVF Conference on Computer Vision and Pattern Recognition - Workshop (CVPRW), 2021
  Paper

2020

• A Smartphone-Based Laser Measuring System for Gap and Flush Assessment in Car Body
  Long Hoang Pham, Duong Nguyen-Ngoc Tran, Jin Young Byun, Chul Hong Rhie, Jae Wook Jeon
  IEEE Transactions on Industrial Electronics, 2020
  Paper

• Object Detection with Deep Learning on Drive PX2
  Duong Nguyen-Ngoc Tran, Huy-Hung Nguyen, Long Hoang Pham, Jae Wook Jeon
  IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia), 2020
  Paper

Korea Patent Registrations (Granted Patent)

• 저조명도 영상을 개선하는 방법 및 장치 (Method and device for enhancing low-light images)
  Jae Wook Jeon, Long Hoang Pham, Hyung-Min Jeon, Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran
  Korea Patent (10-2695217), Aug. 09, 2024

• 다수의 데이터 처리 장치를 이용하는 중앙 데이터 처리 장치 및 이를 이용한 데이터 처리 방법 (Central data processing apparatus using plurality of data processing apparatuses and data processing method using the same)
  Jae Wook Jeon, Long Hoang Pham, Hyung-Min Jeon, Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran
  Korea Patent (10-2824453), Jun. 19, 2025

• 교통정보예측방법및장치 (Method for Predicting Traffic Information And Apparatus Thereof)
  Jae Wook Jeon, Long Hoang Pham, Hyung-Min Jeon, Duong Nguyen-Ngoc Tran
  Korea Patent (10-2833871), Jul. 09, 2025

U.S. Patent Registrations (Granted Patent)

• Device and method for detecting on product in automatic checkout system, storage medium storing instructions to perform method for detecting on product in automatic checkout system
  Jae Wook Jeon, Long Hoang Pham, Hyung Min Jeon, Duong Nguyen-Ngoc Tran, Huy-Hung Nguyen
  2024 (Application number 18/913,280) | 2026 (Publication number US20260120068A1)

U.S. Patent Applications

• Apparatus and method for generating data for training of neural network and storage medium storing instructions to perform method for generating data for training of neural network
  Jae Wook Jeon, Duong Nguyen-Ngoc Tran, Hyung-Min Jeon, Long Hoang Pham, Huy-Hung Nguyen
  2024 (Application number 18/413,222)

• Automatic checkout system, method for controlling automatic checkout system, and storage medium storing instructions to perform method for controlling automatic checkout system
  Jae Wook Jeon, Long Hoang Pham, Hyung-Min Jeon, Duong Nguyen-Ngoc Tran
  2024 (Application number 18/512,206)

• Method for predicting traffic information, apparatus for predicting traffic information, and storage medium storing instructions to perform method for predicting traffic information
  Jae Wook Jeon, Duong Nguyen-Ngoc Tran, Hyung-Min Jeon, Long Hoang Pham, Huy-Hung Nguyen
  2023 (Application number 18/133,630)

World Patent Applications

• Guided curve estimation method and apparatus for enhancing low-light images
  Jae Wook Jeon, Long Hoang Pham, Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran, Hyung Min Jeon
  2025 (Application number PCT/KR2025/006794)

Copyrights

• CCTV Lane Line Detection (교통 감시 카메라를 이용한 차선 검출)
  Jae Wook Jeon, Tai Huu-Phuong Tran, Long Hoang Pham, Duong Nguyen-Ngoc Tran, Huy-Hung Nguyen, Hyung-Min Jeon
  Korea Copyright Commission (KR C-2024-003182), Jan. 22, 2024

• Automatic motorbike violation detection (오토바이 탑승 관련 법률 위반 사항의 자동 검출을 위한 시스템)
  Jae Wook Jeon, Duong Nguyen-Ngoc Tran, Long Hoang Pham, Huy-Hung Nguyen, Hyung-Min Jeon
  Korea Copyright Commission (KR C-2023-038131), Aug. 30, 2023

• Nighttime Traffic Dataset Generation (야간 교통 데이터셋의 합성적 생성)
  Jae Wook Jeon, Long Hoang Pham, Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran, Hyung-Min Jeon
  Korea Copyright Commission (KR C-2022-047966), Nov. 24, 2022

• Low-Light Image Enhancement Network, Zero-ADCE (저명도 영상 개선 네트워크 제로-에이디씨이)
  Jae Wook Jeon, Long Hoang Pham, Huy-Hung Nguyen, Duong Nguyen-Ngoc Tran, Hyung-Min Jeon
  Korea Copyright Commission (KR C-2021-036820), Nov. 24, 2022

• Turn-counts Traffic Flow Estimation (특정방향으로 이동하는 차량 수 카운팅을 이용한 교통 흐름 예측)
  Jae Wook Jeon, Long Hoang Pham, Duong Nguyen-Ngoc Tran, Hyung-Min Jeon
  Korea Copyright Commission (KR C-2022-047965), Sep. 14, 2021

Reviewer:

• Journal: IEEE T-ITS, IEEE-ITSM, IEEE-IOTJ, IEEE-TIE...
• Conference:
  • CVPR 2025, ICCV 2025, ACMMM 2025, ACMMM Asia 2025
  • WACV 2026, AAAI 2026, ECCV 2026, ACMMM 2026