A Support Vector Machine based pedestrian recognition system on resource-limited hardware architectures

Alessandro Ghio, Stefano Pischiutta · 2007

We present here a hardware-friendly structure for the support vector machine (SVM), useful to implement its feedforward phase on resource limited devices, such as field programmable gate arrays (FPGAs), on which a floating-point unit is seldom available. We tested our proposal using an artificial machine-vision benchmark dataset for automotive applications.

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