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02/23/2021
Histo-fetch – On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training
We created a custom pipeline (histo-fetch) to efficiently extract random...
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02/28/2020
Neural Network Segmentation of Interstitial Fibrosis, Tubular Atrophy, and Glomerulosclerosis in Renal Biopsies
Glomerulosclerosis, interstitial fibrosis, and tubular atrophy (IFTA) ar...
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02/05/2020
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology
Unsupervised segmentation of large images using a Potts model Hamiltonia...
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12/18/2018
Iterative annotation to ease neural network training: Specialized machine learning in medical image analysis
Neural networks promise to bring robust, quantitative analysis to medica...
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08/23/2012