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