Hybrid Bayesian Attention Model for estimating soil organic carbon from Landsat 8 satellite data

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Dristi Datta, Manoranjan Paul, M. Manzur Murshed, Shyh Wei Teng, Leigh M. Schmidtke

Published: 2025, Last Modified: 09 Nov 2025Comput. Electron. Agric. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Developed HBAM for accurate SOC estimation from Landsat 8 data.•Combined attention with Pearson correlation for enhance feature selection.•Used Bayesian neural networks for uncertainty quantification.•Validated performance with ANOVA and Tukey’s HSD analysis.•Demonstrated applicability in soil assessment and precision agriculture.