Implementation of Convolutional Kernel Function Using 3-D TiOx Resistive Switching Devices for Image Processing
SCIE
SCOPUS
- Title
- Implementation of Convolutional Kernel Function Using 3-D TiOx Resistive Switching Devices for Image Processing
- Authors
- KWAK, MYOUNG HOON; Park, Jaesung; Woo, Jiyong; Hwang, Hyunsang
- Date Issued
- 2018-10
- Publisher
- IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
- Abstract
- We implemented a convolution operation in a convolutional neural network by introducing a 3-D integrated TiOx-based resistive switching device (RSD) array to act as the kernel. The 3-D integrated TiOx-based RSD exhibits a gradual SET/RESET behavior, which enables multilevel characteristics. A pair of layers in the 3-D structured array is used to achieve the positive and negative weights. Based on these results, we demonstrated the 3 x 3 Laplace kernel for edge detection using images from the Columbia Object Image Library data set in a simulator to validate the convolution operation.
- URI
- https://oasis.postech.ac.kr/handle/2014.oak/95533
- DOI
- 10.1109/TED.2018.2862139
- ISSN
- 0018-9383
- Article Type
- Article
- Citation
- IEEE TRANSACTIONS ON ELECTRON DEVICES, vol. 65, no. 10, page. 4716 - 4718, 2018-10
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- There are no files associated with this item.
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