Sha-Sha Feng

Bridging the DSP Gap: A Streamed, Multiplier-Less Edge AI Operator via Logarithmic Co-Design

Low-cost FPGA SoCs can be limited by DSP availability even when logic remains available. We present an edge-AI operator that co-designs selected-layer logarithmic quantization with a synthesizable shift-and-add datapath and AXI-compatible integration. Across classification, segmentation, and detection, short Log-QAT re...