Author

Hrishikesh Ranjith

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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