| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2023-05-18 16:00 Correlation Between Grid Masks in an Explanation Method for Image Classification Kentaro Matsumoto, Yuji Ayatsuka (CRESCO)  MI2023-5 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | One of the approaches to visualize the basis for image classification by machine learning is to use output values when classifying input images with different masks. This approach provides independence from the classification method, but requires high computational cost due to repeated classification. DiDA, which we are developing, is a visualization methods that captures changes in output values using multi-size grid-based masks. In this method, if masking a large grid causes a small change in the output values, masking a small grid that is completely contained within it is expected to cause a small change as well, so that we could omit the computation without quality degradation. In this paper, we investigate the effect of omitting calculations for small grids on disease classification from fundus OCT images and discuss the reduction in computational cost of DiDA. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | image classification / viaual explanation / masks / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 123, no. 37, MI2023-5, pp. 14-18, May 2023. | |
| Paper # | MI2023-5 | |
| Date of Issue | 2023-05-11 (MI) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | MI2023-5 |
|
| Conference Information | |
| Committee | MI |
| Conference Date | 2023-05-18 - 2023-05-18 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya Congress Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Image Processing |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2023-05-MI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Correlation Between Grid Masks in an Explanation Method for Image Classification |
| Sub Title (in English) | |
| Keyword(1) | image classification |
| Keyword(2) | viaual explanation |
| Keyword(3) | masks |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Kentaro Matsumoto |
| 1st Author's Affiliation | CRESCO LTD. (CRESCO) |
| 2nd Author's Name | Yuji Ayatsuka |
| 2nd Author's Affiliation | CRESCO LTD. (CRESCO) |
| 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 | () |
| Speaker | Author-2 |
| Date Time | 2023-05-18 16:00:00 |
| Presentation Time | 30 minutes |
| Registration for | MI |
| Paper # | MI2023-5 |
| Volume (vol) | vol.123 |
| Number (no) | no.37 |
| Page | pp.14-18 |
| #Pages | 5 |
| Date of Issue | 2023-05-11 (MI) |
[Return to Top Page]