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most citedExplainable Light-Weight Deep Learning Pipeline for Improved Drought Stress Identification

22 citations · 41 across the 7 of their papers we have counts for

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6 papers · 1 filter

cs.CV2025

MRD-LiNet: A Novel Lightweight Hybrid CNN with Gradient-Guided Unlearning for Improved Drought Stress Identification

Aswini Kumar Patra, Lingaraj Sahoo

Drought stress is a major threat to global crop productivity, making its early and precise detection essential for sustainable agricultural management. Traditional approaches, thou…

cs.CV2025

Improved Classification of Nitrogen Stress Severity in Plants Under Combined Stress Conditions Using Spatio-Temporal Deep Learning Framework

Aswini Kumar Patra, Anshu Rastogi, Lingaraj Sahoo

Plants in their natural habitats endure an array of interacting stresses, both biotic and abiotic, that rarely occur in isolation. Nutrient stress-particularly nitrogen deficiency-…

cs.CV2025

MRI Patterns of the Hippocampus and Amygdala for Predicting Stages of Alzheimer's Progression: A Minimal Feature Machine Learning Framework

Aswini Kumar Patra, Soraisham Elizabeth Devi, Tejashwini Gajurel

Alzheimer's disease (AD) progresses through distinct stages, from early mild cognitive impairment (EMCI) to late mild cognitive impairment (LMCI) and eventually to AD. Accurate ide…

cs.CV2024★ 9 cited

Improved Cotton Leaf Disease Classification Using Parameter-Efficient Deep Learning Framework

Aswini Kumar Patra, Tejashwini Gajurel

Cotton crops, often called "white gold," face significant production challenges, primarily due to various leaf-affecting diseases. As a major global source of fiber, timely and acc…

cs.CV2024★ 10 cited

An explainable vision transformer with transfer learning based efficient drought stress identification

Aswini Kumar Patra, Ankit Varshney, Lingaraj Sahoo

Early detection of drought stress is critical for taking timely measures for reducing crop loss before the drought impact becomes irreversible. The subtle phenotypical and physiolo…

cs.CV2024★ 22 cited

Explainable Light-Weight Deep Learning Pipeline for Improved Drought Stress Identification

Aswini Kumar Patra, Lingaraj Sahoo

Early identification of drought stress in crops is vital for implementing effective mitigation measures and reducing yield loss. Non-invasive imaging techniques hold immense potent…