Hughes Perreault - AI scientist

About

Hi! I'm Hughes, a computer vision expert specializing in object recognition and general scene understanding in urban environments. My main focus is using computer vision technology to increase safety and automation in transportation applications. I have extensive experience with deep learning tools such as TensorFlow and PyTorch, as well as classic computer vision. During my Ph.D., I achieved noteworthy results on a variety of road user datasets, such as Cityscapes, KITTI, India Driving, UA-DETRAC, and UAVDT.

Fun fact, my Dijkstra number is five (click here) and my Erdos number is also five (click here).

Experiences

Publications

2023

11. A Lightweight Convolutional Neural Network for Target Detection in an Edge Environment
    Hughes Perreault, Ola Ahmad, Daniel Czuboka
    2023 Ground Vehicle Systems Engineering and Technology Symposium (GVSETS)
    • pdf (preprint) / official link
12. MobileFuse: Multimodal Image Fusion at the Edge
    Hughes Perreault, Benoit Debaque, Rares David, Marc-Antoine Drouin, Nicolas Duclos-Hindie, Simon Roy
    2023 26th International Conference on Information Fusion (FUSION)
    • pdf / preprint / official link

2022

9. Multimodal Deep Homography Estimation Using a Domain Adaptation Generative Adversarial Network
   Thomas Pouplin, Hughes Perreault, Benoit Debaque, Marc-Antoine Drouin, Nicolas Duclos-Hindie, Simon Roy
   2nd Workshop on Multimodal Big Data (MMBD 2022)
   • pdf / official link
10. Thermal and Visible Image Registration Using Deep Homography
    Benoit Debaque, Hughes Perreault, Jean-Philippe Mercier, Marc-Antoine Drouin, Rares David, Benedicte Chatelais, Nicolas Duclos-Hindie, Simon Roy
    2022 25th International Conference on Information Fusion (FUSION)
    • pdf / preprint / official link

2021

7. Détection et segmentation des usagers de la route dans des images et vidéos
   Hughes Perreault
   Ph.D. thesis
   • pdf / official link
8. PolyTrack: Tracking with Bounding Polygons
   Gaspar Faure, Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier
   International Conference on Image Analysis and Recognition
   • pdf / arxiv / code / official link
9. Centerpoly: Real-time instance segmentation using bounding polygons
   Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
   Proceedings of the IEEE/CVF International Conference on Computer Vision
   • pdf / arxiv / code / official link
10. FFAVOD: Feature fusion architecture for video object detection
    Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
    Pattern Recognition Letters
    • pdf / arxiv / code / official link

2020

3. SpotNet: Self-attention multi-task network for object detection
   Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Maguelonne Héritier
   17th Conference on Computer and Robot Vision (CRV)
   • pdf / arxiv / code / official link
4. RN-VID: A Feature Fusion Architecture for Video Object Detection
   Hughes Perreault, Maguelonne Heritier, Pierre Gravel, Guillaume-Alexandre Bilodeau, Nicolas Saunier
   International Conference on Image Analysis and Recognition
   • pdf / arxiv / code / official link / ⭐ award ⭐

2019

1. Road user detection in videos
   Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier, Pierre Gravel
   • pdf / arxiv / code