Training and inference Time Efficiency Assessment Framework for machine learning algorithms: A case study for hyperspectral image classification

Xiaorou Zheng

doi:10.1016/j.jag.2025.104591

Training and inference Time Efficiency Assessment Framework for machine learning algorithms: A case study for hyperspectral image classification

2025-05-29

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DOI：10.1016/j.jag.2025.104591

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Abstract

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• Time efficiency assessment framework for machine learning algorithms. • Clarify qualitative and quantitative relationship between time and influence factors. • Predict hyperspectral classification time including training and inference time. • Theoretical and mathematical derivation for classical machine learning models.

Keywords:

Time efficiency

Hyperspectral image

Inference time

Algorithm derivation

Time prediction

Complexity data scale

Training and inference Time Efficiency Assessment Framework for machine learning algorithms: A case study for hyperspectral image classification

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