15 citations · 47 across the 10 of their papers we have counts for
3 papers · 1 filter
Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound
Moein Heidari, Junbo Rao, Jai Choraria +3
Self-supervised learning (SSL) can reduce the need for labelled medical images, but the choice of pretext objective remains unclear for lung ultrasound (LUS). Contrastive learning,…
Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images
Jian Ren, Ilker Hacihaliloglu, Eric A. Singer +2
Automatic and accurate Gleason grading of histopathology tissue slides is crucial for prostate cancer diagnosis, treatment, and prognosis. Usually, histopathology tissue slides fro…
Factorized Adversarial Networks for Unsupervised Domain Adaptation
Jian Ren, Jianchao Yang, Ning Xu +1
In this paper, we propose Factorized Adversarial Networks (FAN) to solve unsupervised domain adaptation problems for image classification tasks. Our networks map the data distribut…