Tony Tran

Machine Learning Engineer ยท CFD Research Corporation

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6820 Moquin Dr NW

Huntsville, AL 35806

Tony Tran is a Machine Learning Engineer at CFD Research Corporation, where he works on efficient machine learning solutions for infrared search and track systems, hardware-in-the-loop simulation, and related edge AI applications. He received his M.S. in Engineering Data Science and B.S. in Computer Engineering Technology from University of Houston with research focus on TinyML and Hardware-Aware Neural Architecture Search for deploying AI models on resource-constrained devices with interest in efficient edge vision, model inference optimization, and robust neural networks.

He has a passion for technology, education, and the environment.

๐Ÿ“ Huntsville, AL ยท CFD Research Corporation

News

2026

June 2026 ๐Ÿ’ผ I join the Intelligence, Software & Sensing (ISS) Division under Jackson Cornelius at CFD Research Corporation in Huntsville, AL as a Machine Learning Engineer.
May 2026 ๐ŸŽ“ I graduate the University of Houston with a MS in Engineering Data Science.
April 2026 ๐ŸŽ‰ I successfully defend my thesis, Efficient Iterative Neural Architecture Search for Object Detection on IoT Devices, advised by Professor Bin Hu in the Networked Autonomous Intelligent Learning (NAIL) Lab, with research focus on efficient TinyML and Embedded AI. [Slides]
March 2026 ๐ŸŽ‰ Our paper ELASTIC: Efficient Once For All Iterative Search for Object Detection on Microcontrollers has been accepted by IEEE Transactions on Computers! [Paper] [arXiv] [Code]
March 2026 ๐ŸŽ‰ Our project Heterogeneous Multi-Robot Waste Detection with Conformal Runtime Monitoring has been selected for the NVIDIA Academic Grant Program! In support of our project, NVIDIA is donating 4ร— RTX PRO 6000 Blackwell Max-Q Workstation Edition and 2ร— Jetson AGX Orin Dev Kit to the University of Houston. We are grateful to NVIDIA for their generous support of academic research and innovation.

Selected Publications

  1. ArXiv
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    XiYOLO: Energy-Aware Object Detection via Iterative Architecture Search and Scaling
    Tony Tran, Richie R. Suganda, and Bin Hu
    ArXiv Preprint, 2026
  2. ELASTIC: Efficient Once For All Iterative Search for Object Detection on Microcontrollers
    Tony Tran, Qin Lin, and Bin Hu
    IEEE Transactions on Computers, 2026
  3. TrashDet: Iterative Neural Architecture Search for Efficient Waste Detection
    Tony Tran and Bin Hu
    In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), Mar 2026