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N. P. Nainika

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Open access Aug 2026

FPGA-Based ResNet-50 Acceleration for Automated Pneumonia Detection from Chest X-Ray Images

Pneumonia remains a leading cause of morbidity and mortality worldwide, and timely radiological screening is essential for effective treatment, particularly in settings where specialist radiologists are scarce. Convolutional neural networks (CNNs) classify chest X-ray images as normal or pneumonic with high accuracy, b...

V. M. Vinaya, R. P. Vishwanath, N. P. Nainika et al. · 0 citations

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