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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

This work focuses on the essential problem of designing the convolutional neural network (CNN) architecture for efficient and accurate digital Image classification. CNNs have been developed to address the issue of effective and accurate digital image classification. The impact of depth on model effectiveness is investi...

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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