Explainable AI for High-Resolution Images

AI can be used to make automated decisions based on high-resolution images, but can we understand those decisions? In this article, I discuss how interpretable multiple instance learning can be used to tackle this problem.

Joseph Early
Towards Data Science
6 min readJun 14, 2022

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A view of the Earth from space with a satellite looking towards the Earth’s surface.
Satellite data is one example of high-resolution imagery. Photo by NASA on Unsplash.

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PhD student at the Alan Turing Institute and the University of Southampton. Machine Learning and Explainable AI www.jearly.co.uk