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Author

N. Pradeep

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Open access Oct 2026

Evaluating 2-Layer and 4-Layer CNN Architectures for Efficient Digital Image Classification

The study suggests that spending money on deeper networks is warranted for intricate multi- category classification tasks, providing a useful guideline for resource conscious model selection in embedded and large-scale systems.

N. Pradeep · 0 citations
Open access Oct 2026

Explainable Cross-Modal Attention Fusion of ViT and BiLSTM for Automated Sleep Apnea Severity Assessment from EEG Signals

Obstructive Sleep Apnea (OSA) is a common sleep-related breathing disorder that involves recurrent upper airway collapses during sleep, resulting in intermittent hypoxia, sleep fragmentation, cardiovascular symptoms, and cognitive impairment. Polysomnography (PSG) remains the gold standard for diagnosing OSA; however,...

M. Chandrashekhar, N. Pradeep, V. Kantharaju et al. · 0 citations

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