Search Results for author: Laura J. Tafe

Found 2 papers, 1 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

Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks

1 code implementation31 Jan 2019 Jason W. Wei, Laura J. Tafe, Yevgeniy A. Linnik, Louis J. Vaickus, Naofumi Tomita, Saeed Hassanpour

It achieved a kappa score of 0. 525 and an agreement of 66. 6% with three pathologists for classifying the predominant patterns, slightly higher than the inter-pathologist kappa score of 0. 485 and agreement of 62. 7% on this test set.

General Classification Image Classification +2

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