The existing segmentation techniques require high-fidelity images as input to perform semantic segmentation. Since the results contain most of edge information that is much less than acquired images, throughput gap leads both hardware and software waste. In this paper, we report an image-free single-pixel technique. technique combines structured illumination detection together, efficiently samp...