Multiple Instance Learning through Explanation by Using a Histopathology Example

A new method for solving the multiple instance learning (MIL) problem, which is based on ideas of the black- box model prediction explanation, is proposed. The explanation aims to show instances (pixels, patches) which have the highest contribution into the image (bag) classes and to automatically a...

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Bibliographic Details
Main Authors: Andrei Konstantinov, Lev Utkin
Format: Article
Language:English
Published: FRUCT 2022-04-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://www.fruct.org/publications/fruct31/files/Kon3.pdf