Research Activities

We are working with our collaborators to analyze the traffic videos from multiple street cameras. The analyzed information is used for city planning simulator. This project combines the state-of-the-art research of computer vision, deep learning, and mixed reality.

Traffic Analysis

City Traffic Planning Simulator

Research Publications

  • 1. Tam V. Nguyen, Somaraju Kamma, Vamsi Adari, Tyler Lesthaeghe, Thomas Boehnlein, Victoria Kramb. “Mixed Reality System for Non-Destructive Evaluation Training”, Journal of Virtual Reality, (VIRE), 2021, - IF = 3.634 (SCIE).
  • 2. Jinnan Yan, Trung-Nghia Le, Khanh-Duy Nguyen, Minh-Triet Tran, Thanh-Toan Do, Tam V. Nguyen. “MirrorNet: Bio-Inspired Camouflaged Object Segmentation”, IEEE Access, Vol. 9, pp. 43290 - 43300, 2021, - IF = 3.745 (SCIE).
  • 3. Vatsa Patel, Zhongliang Nie, Trung-Nghia Le, Tam V. Nguyen. “Masked Face Analysis via Multi-Task Deep Learning”, Journal of Imaging, 2021, (E-SCI).
  • 4. Dhaval Kadia, Md Zahangir Alom, Ranga Burada, Tam V. Nguyen, Vijayan Asari. “R2U3D: Recurrent Residual 3D U-Net for Lung Segmentation”, IEEE Access, 2021, - IF = 3.745 (SCIE).
  • 5. Xuan-Duong Nguyen, Anh-Khoa Nguyen Vu, Thanh-Danh Nguyen, Nguyen Phan, Bao-Duy Duyen Dinh, Nhat-Duy Nguyen, Tam V. Nguyen, Vinh-Tiep Nguyen, Duy-Dinh Le. "Adaptive Multi-Vehicle Motion Counting", Journal of Signal, Image and Video Processing , 2022, - IF = 2.157 (SCIE).
  • 6. Tung Minh Tran; Tu N. Vu; Nguyen D. Vo; Tam V. Nguyen; Khang Nguyen. "Anomaly Analysis in Images and Videos: A Comprehensive Review", ACM Computing Surveys, 2022, - 2020 Impact Factor: 10.282 (ranked 4/137 in Computer Science Theory & Methods) (SCI).
  • 7. Khang Nguyen; Thuan Trong Nguyen; Thuan Q. Nguyen; An Nguyen; Nguyen D. Vo; Tam V. Nguyen. "A Benchmark of Parsing Vietnamese Publications", IEEE Access, 2022, - IF = 3.367 (SCIE).
  • 8. Islam Obaidat, Meera Sridhar, Khue M. Pham, Phu H. Phung. "Jadeite: A novel image-behavior-based approach for Java malware detection using deep learning", Journal of Computers & Security, Vol. 113: 102547 (2022)
  • 9. Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Khanh-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, Thanh-Toan Do, Tam V. Nguyen. "Few-Shot Object Detection via Baby Learning", Journal of Image and Vision Computing, 2022, - IF = 2.818 (SCI).
  • 10. Trung-Nghia Le, Tam V. Nguyen, Minh-Triet Tran. “Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation”, Journal of Machine Vision and Applications, 2022, - IF = 2.012 (SCIE).
  • 11. Trung-Nghia Le, Yubo Cao, Tan-Cong Nguyen, Minh-Quan Le, Khanh Nguyen, Thanh-Toan Do, Minh-Triet Tran, Tam V. Nguyen. “Camouflaged Instance Segmentation In-The-Wild: Dataset, Method, and Benchmark Suite”, IEEE Transactions on Image Processing, 2022, - IF = 10.856 (SCI).
  • 1. Trung-Nghia Le, Vuong Nguyen, Cong Le, Tan-Cong Nguyen, Minh-Triet Tran, Tam V. Nguyen. “CamouFinder: Finding Camouflaged Instances in Images”, AAAI Conference on Artificial Intelligence (AAAI), 2021.
  • 2. Trung-Nghia Le, Tam V. Nguyen, Quoc-Cuong Tran, Lam Nguyen, Trung-Hieu Hoang, Minh-Quan Le, Minh-Triet Tran. “Interactive Video Object Mask Annotation”, AAAI Conference on Artificial Intelligence (AAAI), 2021.
  • 3. Tien-Phat Nguyen, Ba-Thinh Tran-Le, Xuan-Dang Thai, Tam V. Nguyen, Minh N. Do, and Minh-Triet Tran. “Traffic Video Event Retrieval via Text Query using Vehicle Appearance and Motion Attributes”, AI City Challenge Workshop at CVPR, 2021.
  • 4. Linh Truong Dieu, Thuan Trong Nguyen, Nguyen D. Vo, Tam V. Nguyen, Khang Nguyen. "Parsing Digitized Vietnamese Paper Documents", CAIP (1) 2021, pp. 382-392.
  • 5. Huu-Ha Nguyen, Phu H Phung, Phu H Nguyen, Hong-Linh Truong. "Context-driven Policies Enforcement for Edge-based IoT Data Sharing-as-a-Service", Proceedings of the IEEE International Conference on Services Computing, 2022.
  • 6. Thang-Long Nguyen-Ho, Minh-Khoi Pham, Tien-Phat Nguyen, Minh N. Do, Tam V. Nguyen, Minh-Triet Tran. "Text query based traffic video event retrieval with global-local fusion embedding", AI City Challenge Workshop at CVPR, 2022.
  • 7. Sai Pavan Kumar Prakya, Manju Venkata Sainath Madamanchi, Vatsa Patel, Samah Baraheem, Tam V. Nguyen. “Photobombing Removal Benchmarking”. International Symposium on Visual Computing (ISVC) 2022.
  • 8. Sai Surya Vaddi, Amira Yousif, Samah Baraheem, Ju Shen, Tam V. Nguyen “House Price Prediction via Visual Cues and Estate Attributes”. International Symposium on Visual Computing (ISVC) 2022.
  • 9. Tam V. Nguyen, Thanh Ngoc-Dat Tran, Viet-Tham Huynh, Bao Truong, Minh-Quan Le, Mohit Kumavat, Vatsa S Patel, Mai-Khiem Tran, Minh-Triet Tran. “Data-Driven City Traffic Planning Simulation”. International Symposium on Mixed and Augmented Reality (ISMAR) 2022.
  • 10. Bao Truong, Trung-Nghia Le, Khanh-Duy Le, Minh-Triet Tran, Tam V. Nguyen. “Public Speaking Simulator with Speech and Audience Feedback”. International Symposium on Mixed and Augmented Reality (ISMAR) 2022.

People


Principal Investigator

The project is led by Dr. Tam Nguyen, Associate Professor in the Department of Computer Science at the University of Dayton. See his profile at Google Scholar, or LinkedIn.

Tam Nguyen

Co-PI

Dr. Phu Phung, Associate Professor in the Department of Computer Science at the University of Dayton, is the Co-PI of the project. See his profile at Google Scholar, or LinkedIn.

Phu Phung

Research Assistants

Vatsa Patel
Mohit Kumavat
Avinash Beerelli

Collaborators

Prof. Minh-Triet Tran (University of Science)
Prof. Khang Nguyen (University of Information Technology)
Prof. Duy-Dinh Le (University of Information Technology)
Mai-Khiem Tran (University of Science)
Viet-Tham Huynh (University of Science)
Dat-Thanh Tran-Ngoc (University of Science)
Minh-Quan Le (University of Science)

Contact

Vision and Mixed Reality Lab

Jessie S. Hathcock Hall, Room 140
Department of Computer Science
University of Dayton
300 College Park Ave
Dayton, OH 45469
Email: tamnguyen@udayton[dot]edu
Phone: +1 937-229-3893
Web: https://vantam.github.io

Latest Update: June 2021.