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1. (WO2018184194) METHODS AND SYSTEMS USING IMPROVED CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE PROCESSING

Pub. No.:    WO/2018/184194    International Application No.:    PCT/CN2017/079682
Publication Date: Fri Oct 12 01:59:59 CEST 2018 International Filing Date: Sat Apr 08 01:59:59 CEST 2017
IPC: G06K 9/00
Applicants: INTEL CORPORATION
WANG, Shandong
GUO, Yiwen
YAO, Anbang
CAI, Dongqi
WANG, Libin
XU, Lin
HU, Ping
CHENG, Wenhua
CHEN, Yurong
Inventors: WANG, Shandong
GUO, Yiwen
YAO, Anbang
CAI, Dongqi
WANG, Libin
XU, Lin
HU, Ping
CHENG, Wenhua
CHEN, Yurong
Title: METHODS AND SYSTEMS USING IMPROVED CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE PROCESSING
Abstract:
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).