Artur Miroszewski

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 …