3 papers
eess.IV2022
A Pathologist-Informed Workflow for Classification of Prostate Glands in Histopathology
Alessandro Ferrero, Beatrice Knudsen, Deepika Sirohi +1
Pathologists diagnose and grade prostate cancer by examining tissue from needle biopsies on glass slides. The cancer's severity and risk of metastasis are determined by the Gleason…
cs.CV2022
Stain Based Contrastive Co-training for Histopathological Image Analysis
Bodong Zhang, Beatrice Knudsen, Deepika Sirohi +2
We propose a novel semi-supervised learning approach for classification of histopathology images. We employ strong supervision with patch-level annotations combined with a novel co…
cs.LG2019
SetGAN: Improving the stability and diversity of generative models through a permutation invariant architecture
Alessandro Ferrero, Shireen Elhabian, Ross Whitaker
Generative adversarial networks (GANs) have proven effective in modeling distributions of high-dimensional data. However, their training instability is a well-known hindrance to co…