activity
20202023
most citedCOVID-Net CT-2: Enhanced Deep Neural Networks for Detection of COVID-19 from Chest CT Images Through Bigger, More Diverse Learning

1 citations · 3 across the 10 of their papers we have counts for

collaborators

11 papers

cs.CV20231 cited

Cancer-Net PCa-Data: An Open-Source Benchmark Dataset for Prostate Cancer Clinical Decision Support using Synthetic Correlated Diffusion Imaging Data

Hayden Gunraj, Chi-en Amy Tai, Alexander Wong

The recent introduction of synthetic correlated diffusion (CDI) imaging has demonstrated significant potential in the realm of clinical decision support for prostate cancer (PC…

cs.LG2023

Explaining Explainability: Towards Deeper Actionable Insights into Deep Learning through Second-order Explainability

E. Zhixuan Zeng, Hayden Gunraj, Sheldon Fernandez +1

Explainability plays a crucial role in providing a more comprehensive understanding of deep learning models' behaviour. This allows for thorough validation of the model's performan…

cs.CV2022

SolderNet: Towards Trustworthy Visual Inspection of Solder Joints in Electronics Manufacturing Using Explainable Artificial Intelligence

Hayden Gunraj, Paul Guerrier, Sheldon Fernandez +1

In electronics manufacturing, solder joint defects are a common problem affecting a variety of printed circuit board components. To identify and correct solder joint defects, the s…

eess.IV2021

MEDUSA: Multi-scale Encoder-Decoder Self-Attention Deep Neural Network Architecture for Medical Image Analysis

Hossein Aboutalebi, Maya Pavlova, Hayden Gunraj +4

Medical image analysis continues to hold interesting challenges given the subtle characteristics of certain diseases and the significant overlap in appearance between diseases. In…

eess.IV2021

COVID-Net MLSys: Designing COVID-Net for the Clinical Workflow

Audrey G. Chung, Maya Pavlova, Hayden Gunraj +7

As the COVID-19 pandemic continues to devastate globally, one promising field of research is machine learning-driven computer vision to streamline various parts of the COVID-19 cli…

physics.med-ph2021

Synthetic Correlated Diffusion Imaging Hyperintensity Delineates Clinically Significant Prostate Cancer

Alexander Wong, Hayden Gunraj, Vignesh Sivan +1

Prostate cancer (PCa) is the second most common cancer in men worldwide and the most frequently diagnosed cancer among men in more developed countries. The prognosis of PCa is exce…