| Paper Abstract and Keywords |
| Presentation |
2021-11-25 10:50
Acceleration of Neural Network Visualization RISE by Reduction of Masks
Tomoki Nakada, Imamura Kousuke (Kanazawa Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, various techniques have been proposed to visualize the basis for decisions in image recognition using neural networks. In RISE which is one method of them, the importance in an image is heat-mapped by observing the response of the network while partially hiding the input image with a randomly generated mask. However, due to the random mask generation, this method requires many masked images to obtain stationarity, which in turn requires a large amount of computation time. In this study, in addition to the random masks used in the conventional method, we use non-random patch masks that only pass through one limited area to speed up RISE by reducing the number of masks used. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Image recognition / Neural network visualization / RISE / / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Date of Issue |
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| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
BCT IEICE-CS IPSJ-AVM IEICE-IE |
| Conference Date |
2021-11-25 - 2021-11-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image coding, Communications and streaming technologies, etc. |
| Paper Information |
| Registration To |
IEICE-IE |
| Conference Code |
2021-11-AVM-CS-IE-BCT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Acceleration of Neural Network Visualization RISE by Reduction of Masks |
| Sub Title (in English) |
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| Keyword(1) |
Image recognition |
| Keyword(2) |
Neural network visualization |
| Keyword(3) |
RISE |
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| 1st Author's Name |
Tomoki Nakada |
| 1st Author's Affiliation |
Kanazawa University (Kanazawa Univ.) |
| 2nd Author's Name |
Imamura Kousuke |
| 2nd Author's Affiliation |
Kanazawa University (Kanazawa Univ.) |
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| Speaker |
1 |
| Date Time |
2021-11-25 10:50:00 |
| Presentation Time |
25 |
| Registration for |
IEICE-IE |
| Paper # |
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| Volume (vol) |
ITE-45 |
| Number (no) |
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| Page |
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| #Pages |
ITE- |
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