About Me


My name is Tran Nguyen Ngoc Duong (Duong Nguyen-Ngoc Tran). I am currently doing a postdoctoral researcher at the Automation Laboratory of Sungkyunkwan University (SKKU) in South Korea, where I am conducting research on the application of computer vision to traffic surveillance systems. My research is dedicated to the development of algorithms for real-time video analysis, with the objective of enhancing traffic flow and safety.

In 2023, I earned my Ph.D. in electrical and computer engineering from Sungkyunkwan University, under the guidance of Prof. Jeon Jea Wook. I was previously employed as a research assistant in the School of Computer Science and Engineering at International University—Vietnam National University, Ho Chi Minh City, and as a member of the Computer Vision and Image Processing Lab, which was supervised by Dr. Ha Viet Uyen Synh.

My current research interests include computer vision, image processing, and deep learning.


Education


  • [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.

Work Experience


News


  • [2024.06] Rank 2st of Track 3, and 3rd of Track 4 in the AI City Challenge, organized by Nvidia.
  • [2023.12] National Research and Development Excellence 100 Selections in Korea.
  • [2023.06] Rank 1st of Track 5 in the AI City Challenge, organized by Nvidia.
  • [2021.06] Rank 4nd of Track 1 in the AI City Challenge, organized by Nvidia.
  • [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).

Projects


  • [2021 - predent] 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.

Publications


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

Academic Service


Reviewer: IEEE T-ITS, IEEE-ITSM …