Example-based explainable AI and its application for remote sensing image classification

Example-based explainable AI and its application for remote sensing image classification

We present a method of explainable artificial intelligence (XAI), “What I Know (WIK)”, to provide additional information to verify the reliability of a deep learning model by showing an example of an instance in a training dataset that is similar to the input data to be inferred and demonstrate it i...

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Bibliographic Details
Main Authors: Shin-nosuke Ishikawa, Masato Todo, Masato Taki, Yasunobu Uchiyama, Kazunari Matsunaga, Peihsuan Lin, Taiki Ogihara, Masao Yasui
Format: Article
Language:English
Published: Elsevier 2023-04-01
Series:International Journal of Applied Earth Observations and Geoinformation
Subjects:
Machine learning
Deep learning
Explainable artificial intelligence
Remote sensing imagery
Online Access:http://www.sciencedirect.com/science/article/pii/S1569843223000377

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http://www.sciencedirect.com/science/article/pii/S1569843223000377

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