Transforming Sensor Data to the Image Domain for Deep Learning - an Application to Footstep Detection

4 Jan 2017Monit Shah SinghVinaychandran PondenkandathBo ZhouPaul LukowiczMarcus Liwicki

Convolutional Neural Networks (CNNs) have become the state-of-the-art in various computer vision tasks, but they are still premature for most sensor data, especially in pervasive and wearable computing. A major reason for this is the limited amount of annotated training data... (read more)

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