This repository contains the Verilog implementation and fixed-point simulation results of a 2D Convolution Processor, developed as the final project for the Hardware Description Languages course. We ...

When benchmarking 2D depthwise convolutions on an NVIDIA H200, I observed that TensorFlow’s implementation is noticeably slower and consumes more power compared to PyTorch. Using a kernel-level ...

Abstract: Efficient environment sound classification (ESC) on edge devices is valuable for applications requiring continuous, long-term monitoring. Existing ESC processors have demonstrated great ...