Optimizing convolutional neural network on DSP

  title={Optimizing convolutional neural network on DSP},
  author={Shyam Jagannathan and Mihir N. Mody and Manu Mathew},
  journal={2016 IEEE International Conference on Consumer Electronics (ICCE)},
Deep learning techniques like Convolutional Neural Networks (CNN) are getting traction for classification of objects (e.g. traffic signs, pedestrian, vehicles etc.) in Advanced Driver Assistance Systems (ADAS). Typical CNN based trained networks poses huge computational complexity in feed forward path during operation due to multiple layers and within layer operations like 2D convolution, spatial pooling and non-linear mapping. The paper proposes optimization techniques to efficiently map such… CONTINUE READING