Self-Supervised Learning With Limited Labeled Data for Prostate Cancer Detection in High-Frequency Ultrasound

Author:

Wilson Paul F. R.1ORCID,Gilany Mahdi1ORCID,Jamzad Amoon1,Fooladgar Fahimeh2,To Minh Nguyen Nhat2,Wodlinger Brian3,Abolmaesumi Purang2ORCID,Mousavi Parvin1

Affiliation:

1. School of Computing, Queen’s University, Kingston, Canada

2. Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, Canada

3. Exact Imaging, Markham, Canada

Funder

Canadian Institutes for Health Research

Natural Sciences and Engineering Research Council of Canada

Canada CIFAR AI Chair

Vector Institute

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Acoustics and Ultrasonics,Instrumentation

Reference52 articles.

1. Augmenting Detection of Prostate Cancer in Transrectal Ultrasound Images Using SVM and RF Time Series

2. Quasi-real time multi-frequency 3D shear wave absolute vibro-elastography (S-WAVE) system for prostate;abrar aleef;arXiv 2205 04038,2022

3. Deep Recurrent Neural Networks for Prostate Cancer Detection: Analysis of Temporal Enhanced Ultrasound

4. Detection and grading of prostate cancer using temporal enhanced ultrasound: combining deep neural networks and tissue mimicking simulations

5. Stochastic gradient methods with layer-wise adaptive moments for training of deep networks;ginsburg;arXiv 1905 11286,2019

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1. Guest Editorial A Glimpse Into the Cutting Edge of Interventional Ultrasound;IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control;2023-09

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