Sanghyun Byun

Visual Representations @ LG

About Me

I am an AI Researcher at LG Electronics Silicon Valley Emerging Technology, CTO Office.

I obtained my M.S. in Computer Science - AI at University of Southern California (USC) and my B.S. in Computer Science and Engineering at University of California - Irvine (UCI). At UCI, I worked closely with Prof. Aditi Majumder on medical AI.

My research interests include Visual Learning Representation, Efficient AI, and Adaptive Networks. Currently, I’m investigating the following topics:

  • Study of Latent Visual Features
  • Test-Time Optimized Architecture for Vision Tasks
  • LLM Acceleration and Context Extension

Publications

OneNet: A Channel-Wise 1D Convolutional U-Net
Sanghyun Byun, Kayvan Shah, Ayushi Gang, Christopher Apton, Jacob Song, Woo Seong Chung
arXiv:2411.09838 November 2024

MultiDepth: Multi-Sample Priors for Refining Monocular Metric Depth Estimations in Indoor Scenes
Sanghyun Byun, Jacob Song, Woo Seong Chung
arXiv:2411.01048 November 2024

AI based Auto Dubbed Lip Synchronizations Generation (Patent Pending)
Woo Seong Chung, Jacob Song, Chul Lee, Sanghyun Byun
U.S. Patent Application No. 63/711,659 Filed October 2024

AI based Unified System for Customized Retail Experience (Patent Pending)
Woo Seong Chung, Jacob Song, Chul Lee, Sanghyun Byun
U.S. Patent Application No. 63/711,671 Filed October 2024

AI based Reconstruction of Indoor Scenes from Single Image (Patent Pending)
Woo Seong Chung, Jacob Song, Chul Lee, Sanghyun Byun
U.S. Patent Application No. 63/711,663 Filed October 2024

Automated Landmark Detection for AR Based Craniofacial Surgical Assistance System
Sanghyun Byun, Muhammad Twaha Ibrahim, M. Gopi, Aditi Majumder, Lohrasb R. Sayadi, Usama S. Hamdan, Raj M. Vyas
AIVR 2023 March 2024

Education

University of Southern California (USC) Aug 2023 - May 2025
M.S. Computer Science - AI

University of California - Irvine (UCI) Aug 2019 - June 2023
B.S. Computer Science and Engineering

Vitae

  • AI @ LG USA May 2025 - Present
    AI Researcher
    Digital Twin, Efficient Models, AI Agent
  • USC Fed 2024 - Apr 2024
    Graduate Researcher
    2D to 3D semantic projection
  • USC Aug 2023 - May 2025
    M.S. Computer Science - AI
  • UC Irvine Nov 2021 - Jul 2023
    Undergraduate Researcher
    Cleft landmark detection with rectification
  • Foodpool Inc Nov 2021 - Jul 2022
    Co-founder / Technical CFO
    Web app for college food delivery
  • OptumRx Jul 2021 - Aug 2022
    SDE Intern
    Internal tools - Benchmark and UAP
  • UC Irvine Sep 2019 - Jun 2023
    B.S. Computer Science & Engineering

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