ITE Technical Group Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
 Go Top Page Go Previous   [Japanese] / [English] 

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 #  
Date of Issue  
ISSN  
Download PDF

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)  
Keyword(1) Image recognition  
Keyword(2) Neural network visualization  
Keyword(3) RISE  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
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.)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
Speaker Author-1 
Date Time 2021-11-25 10:50:00 
Presentation Time 25 minutes 
Registration for IEICE-IE 
Paper #  
Volume (vol) vol.45 
Number (no)  
Page  
#Pages  
Date of Issue  

[Return to Top Page]

[Return to ITE Web Page]
The Institute of Image Information and Television Engineers (ITE), Japan