Search Results for author: Arief A. Suriawinata

Found 6 papers, 0 papers with code

Resolution-Based Distillation for Efficient Histology Image Classification

no code implementations11 Jan 2021 Joseph DiPalma, Arief A. Suriawinata, Laura J. Tafe, Lorenzo Torresani, Saeed Hassanpour

Our results show that a combination of KD and self-supervision allows the student model to approach, and in some cases, surpass the classification accuracy of the teacher, while being much more efficient.

General Classification Knowledge Distillation

Predicting colorectal polyp recurrence using time-to-event analysis of medical records

no code implementations18 Nov 2019 Lia X. Harrington, Jason W. Wei, Arief A. Suriawinata, Todd A. MacKenzie, Saeed Hassanpour

Identifying patient characteristics that influence the rate of colorectal polyp recurrence can provide important insights into which patients are at higher risk for recurrence.

Deep-Learning for Classification of Colorectal Polyps on Whole-Slide Images

no code implementations5 Mar 2017 Bruno Korbar, Andrea M. Olofson, Allen P. Miraflor, Katherine M. Nicka, Matthew A. Suriawinata, Lorenzo Torresani, Arief A. Suriawinata, Saeed Hassanpour

In this work, we built an automatic image-understanding method that can accurately classify different types of colorectal polyps in whole-slide histology images to help pathologists with histopathological characterization and diagnosis of colorectal polyps.

General Classification whole slide images

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