Fast object detection based on binary deep convolution neural networks - Sun, Siyang; Yin, Yingjie; Wang, Xingang; Xu, De; Wu, Wenqi; Gu, Qingyi (CAAI Transactions on Intelligence Technology, 2018)
Keywords: 62 times faster convolutional operations; Accuracy; Algorithms; Artificial neural networks; B6135 Optical, image and video signal processing; binary deep CNNs; binary deep convolution neural networks; binary operation; binary quantisation; C5260B Computer vision and image processing techniques; C5290 Neural computing techniques; Classification; convolution; convolution kernels; deep CNN; Energy consumption; fast object detection algorithm; faster object detection; Feature maps; Field programmable gate arrays; full-precision convolution; Mean square errors; Methods; multiscale objects; neural nets; Neural networks; object detection; object detection results; Object recognition; Proposals; rapid object detection; Research Article; System effectiveness; Telematics; binary deep convolution neural networks; full-precision convolution; object detection; fast object detection algorithm; binary operation; binary quantisation; faster object detection; rapid object detection; deep CNN; binary deep CNNs; convolution; convolution kernels; multiscale objects; neural nets; object detection results; 62 times faster convolutional operations