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Review Open access Sep 2026

Quantum Machine Learning for Hyperspectral Soil Nutrient Estimation in Precision Agriculture: A Review and Roadmap

Accurate soil nutrient estimation underpins fertility assessment, precision agriculture, and sustainable land management, yet conventional laboratory analysis is slow, costly, and impractical at scale. Hyperspectral imaging (HSI) captures detailed spectral signatures linked to soil properties, but its high dimensionali...

Dristi Datta, Dipti Biswas, U. Mahapatra et al. · 0 citations
Open access Sep 2026

FAHRNet: Frequency-Aware Hybrid Refocusing Network for Remote Sensing Image Super-Resolution

High-resolution remote sensing imagery is essential for land-cover analysis, urban monitoring, environmental observation, and disaster-response mapping, yet its acquisition is constrained by sensor resolution, cost, atmospheric effects, and revisit frequency. This paper proposes FAHRNet, a Frequency-Aware Hybrid Refocu...

Mehedi Hasan Sakib, Dristi Datta, Manoranjan Paul et al. · 0 citations
#machine learning Preprint Sep 2026

GeoDose-CP: Graph-Local Conformal Inference for Continuous-Treatment Earth Observation

Reliable intervention-oriented uncertainty quantification from Earth observation (EO) remains challenging when continuous treatment shifts, spatial dependence, limited support, and satellite-outcome uncertainty must be addressed simultaneously. Existing causal, conformal, and spatial approaches address parts of this pr...

Mehedi Hasan Sakib, Dristi Datta, Manoranjan Paul et al. · 0 citations

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