No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA

Suraj Karki, Qazi Arbab Ahmed, Thorsten Jungeblut

The paper presents a DPU‑aware architecture that approximates spatial attention for modern YOLO models on AMD FPGAs, enabling efficient edge‑based object detection with reduced pow…