Bertrand Le Saux

Artificial intelligence to advance Earth observation: : A review of models, recent trends, and pathways forward

2023 · arXiv (Cornell University)

Earth observation (EO) is a prime instrument for monitoring land and ocean processes, studying the dynamics at work, and taking the pulse of our planet. This article gives a bird's eye view of the essential …

Optimizing Kernel-Target Alignment for cloud detection in multispectral satellite images

2023 · arXiv (Cornell University)

The optimization of Kernel-Target Alignment (TA) has been recently proposed as a way to reduce the number of hardware resources in quantum classifiers. It allows to exchange highly expressive and costly circuits to moderate size, …

Utility of Quantum Kernel Machines in Remote Sensing Applications

2024

We investigate the runtime of quantum kernel estimation in the view of quantum kernel concentration effect. The study is performed for projected quantum kernel family evaluated on hyperspectral remote sensing data. The effect of exponential …