SurfCNN: A descriptor enhanced convolutional neural network

Abstract

Adding an image descriptor to the input significantly enhances the performance of a convolutional neural network. By incorporating Speeded Up Robust Feature (SURF) descriptors for indoor localization applications, we report a simpler convolutional neural network with fast training speed and outstanding accuracy and without the need for a pretrained network in contrast to the state of art.