Compass IP Law, PC
Methods and systems using improved convolutional neural networks for image processing
Methods and systems are disclosed using improved Convolutional Neural Networks (CNN) for image processing. In one example, an input image is down-sampled into smaller images with a smaller resolution than the input image. The down-sampled smaller images are processed by a CNN having a last layer with a reduced number of nodes than a last layer of a full CNN used to process the input image at a full resolution. A result is outputted based on the processed down-sampled smaller images by the CNN having a last layer with a reduced number of nodes. In another example, shallow CNN networks are built randomly. The randomly built shallow CNN networks are combined to imitate a trained deep neural network (DNN).
Intel Corporation
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Wenhua Ping Shandong Anbang Lin Yurong Dongqi Yiwen Libin
Cheng Hu Wang Yao Xu Chen Cai Guo Wang