Deep Learning for Object Relationships: Applications to Road Safety and Bin Picking
Auguste L.W. Koh. UWSpace — MASc thesis, supervised by Professor Paul Fieguth.
Auguste Koh
Deriving meaningful insights from scientific images
— About
Adapting self-supervised methods to image analysis and scene understanding. Currently focusing on sea ice segmentation from synthetic-aperture radar (SAR) satellite images. Previous experience in biomedical signal/image processing — open to new collaborations.
# keywords: computer vision deep learning self-supervised learning representation learning semantic segmentation scene understanding remote sensing satellite imaging synthetic-aperture radar (SAR)
Works.
Gaussianity Evaluation of HD-sEMG Signals with Aging and Sex During Low and Moderate Isometric Contractions of the Biceps Brachii
Kawtar Ghiatt, Auguste L.W. Koh, Léa Scapucciati, Kiyoka Kinugawa, John McPhee, Ning Jiang, and Sofiane Boudaoud. IRBM 45 (2024) — ISSN: 1959-0318. DOI: https://doi.org/10.1016/j.irbm.2024.100851.
Myoelectric Wearable System for Finger Movement Recognition
Co-inventors: E. Lloyd, N. Jiang, J. He, A. Koh, and T. Chopra. WIPO — International Publication Number: WO 2021/000056 A1. Patent application under the Patent Cooperation Treaty.
Experience.
PhD Student, University of Waterloo, Systems Design Engineering
2025 – Present
Waterloo, Ontario, Canada
Machine Learning Developer, KisoJi Biotechnology
(Fixed-length contractor position.)
May – Aug. 2025
Waterloo, Ontario, Canada
MASc Student, University of Waterloo, Systems Design Engineering
2021 – 2024
Waterloo, Ontario, Canada
Signal Processing Algorithm Developer Coop, ON Semiconductor, Waterloo, Ontario, Canada
Jan. – Apr. 2020
Waterloo, Ontario, Canada
Data Science Intern, Athos
May – Aug. 2019
Redwood City, California
Lab Research Assistant, Université de Technologie de Compiègne
Sep. – Dec. 2018
Compiègne, France
Undergraduate Research Assistant, University of Waterloo
Jan. – Apr. 2018
Waterloo, Ontario, Canada
Correspondence.
open to research collaborations · spring 2026