Author

Varun P. Gopi

2 papers indexed here

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Aug 2026

Memory-Free Streaming FPGA Accelerator for Quantized 1D CNN-Based ECG Arrhythmia Classification

This paper presents a memory-free streaming FPGA accelerator for quantized 1D CNN-based ECG arrhythmia classification, i mplemented u sing Q uantization-Aware Training (QAT) and compiled through the FINN dataflow framework. The proposed architecture stores all weights on-chip and streams intermediate activations direct...

Venothini P, Hrishikesh Ranjith, L. G et al. · International Symposium on V... · 0 citations

Aug 2026

An Area-Efficient CNN Accelerator for Handwritten Digit Recognition on FPGA-Based Edge Systems

This paper describes a compact convolutional neural network (CNN) accelerator for handwritten digit recognition on the Xilinx PYNQ-Z2 platform. The proposed network architecture comprises two shallow convolutional layers (2 filters each) and two fully connected layers (12 neurons, then 10 neurons), with exactly 4,936 t...

Aiswarya K, Bibin Francis, L. G et al. · International Symposium on V... · 0 citations