Title:
INFORMATION PROCESSING METHOD, INFORMATION PROCESSING DEVICE, AND COMPUTER-READABLE STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2018/131409
Kind Code:
A1
Abstract:
Provided is an information processing method that involves the following: reading, from two neural network models, a layer structure and the parameters of each layer, respectively; and with respect to the two neural network models, comparing each of the layers which are configured as hidden layers in a graph-like manner, in order starting with the input layer, using a breadth-first search or a depth-first search, and then on the basis of the degree of similarity among the layers, identifying the degree to which the two neural network models coincide.
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Inventors:
UCHIDA YUSUKE (JP)
SAKAZAWA SHIGEYUKI (JP)
NAGAI YUKI (JP)
SAKAZAWA SHIGEYUKI (JP)
NAGAI YUKI (JP)
Application Number:
PCT/JP2017/045684
Publication Date:
July 19, 2018
Filing Date:
December 20, 2017
Export Citation:
Assignee:
KDDI CORP (JP)
International Classes:
G06N3/02; G06F21/10
Foreign References:
| JP2013025356A | 2013-02-04 | |||
| JP2014026389A | 2014-02-06 | |||
| JPS5966703A | 1984-04-16 | |||
| JP2015011510A | 2015-01-19 | |||
| JP2015052832A | 2015-03-19 | |||
| JP2015057630A | 2015-03-26 | |||
| JP2017003849A | 2017-01-05 |
Other References:
A. KRIZHEVSKYI. SUTSKEVERG. E. HINTON: "ImageNet Classification with Deep Convolutional Neural Networks", NIPS'12
K. SIMONYANA. ZISSERMAN: "Very Deep Convolutional Networks for Large-Scale Image Recognition", ICLR'15
X. MAE. HOVY: "End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF", ACL'16
S. RENK. HER. GIRSHICKJ. SUN: "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks", NIPS'15
W. LIU ET AL.: "SSD: Single Shot MultiBox Detector", ECCV'16
P.-T. YUH.-H. TSAIJ.-S. LIN: "Digital watermarking based on neural networks for color images", SIGNAL PROCESSING, vol. 81, no. 3, 2001, XP004230565, DOI: doi:10.1016/S0165-1684(00)00239-5
M. ELARBIC. B. AMARH. NICOLAS: "Video Watermarking Based on Neural Networks", PROC. OF ICME, 2006
FEI-FEI LIANDREJ KARPATHYJUSTIN JOHNSON, LECTURE 7, CONVOLUTIONAL NEURAL NETWORKS, 27 January 2016 (2016-01-27), Retrieved from the Internet
REGULARIZATION, 5 January 2017 (2017-01-05), Retrieved from the Internet
A. KROGHJ. A. HERTZ: "A Simple Weight Decay Can Improve Generalization", PROC. OF NIPS, 1992
CAFFE, 5 January 2017 (2017-01-05), Retrieved from the Internet
TENSORFLOW, 5 January 2017 (2017-01-05), Retrieved from the Internet
CHAINER, 5 January 2017 (2017-01-05), Retrieved from the Internet
See also references of EP 3570220A4
K. SIMONYANA. ZISSERMAN: "Very Deep Convolutional Networks for Large-Scale Image Recognition", ICLR'15
X. MAE. HOVY: "End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF", ACL'16
S. RENK. HER. GIRSHICKJ. SUN: "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks", NIPS'15
W. LIU ET AL.: "SSD: Single Shot MultiBox Detector", ECCV'16
P.-T. YUH.-H. TSAIJ.-S. LIN: "Digital watermarking based on neural networks for color images", SIGNAL PROCESSING, vol. 81, no. 3, 2001, XP004230565, DOI: doi:10.1016/S0165-1684(00)00239-5
M. ELARBIC. B. AMARH. NICOLAS: "Video Watermarking Based on Neural Networks", PROC. OF ICME, 2006
FEI-FEI LIANDREJ KARPATHYJUSTIN JOHNSON, LECTURE 7, CONVOLUTIONAL NEURAL NETWORKS, 27 January 2016 (2016-01-27), Retrieved from the Internet
REGULARIZATION, 5 January 2017 (2017-01-05), Retrieved from the Internet
A. KROGHJ. A. HERTZ: "A Simple Weight Decay Can Improve Generalization", PROC. OF NIPS, 1992
CAFFE, 5 January 2017 (2017-01-05), Retrieved from the Internet
TENSORFLOW, 5 January 2017 (2017-01-05), Retrieved from the Internet
CHAINER, 5 January 2017 (2017-01-05), Retrieved from the Internet
See also references of EP 3570220A4
Attorney, Agent or Firm:
OHTSUKA, Yasunori et al. (JP)
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