| Paper Abstract and Keywords |
| Presentation |
2024-06-05 11:30
Performance Evaluation of Machine Learning Models using Entropy of Images
Riko Abe, Yuya Dan (Matsuyama Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In machine learning with artificial neural networks, there are differences in recognition accuracy in learning models of images classified into classes, depending on the features of the dataset and test images. In particular, we compared models composed of images with high entropy with models composed of images with low entropy for the training data. The entropies used were color image entropy, which is mainly the color information of the image, and differential entropy, which is mainly information about the shape of the image. Specifically, this paper describes the results of experiments comparing the dataset CIFAR-10 with various types of entropy to capture features of images with low recognition accuracy using methods such as back propagation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Entropy / Difference Entropy / Image Recognition / Machine Learning / Convolutional Neural Network / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, pp. 17-20, June 2024. |
| Paper # |
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| Date of Issue |
2024-05-29 (AIT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IIEEJ AIT |
| Conference Date |
2024-06-05 - 2024-06-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tokyo Information Design Professional University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IIEEJ |
| Conference Code |
2024-06-IIEEJ-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Performance Evaluation of Machine Learning Models using Entropy of Images |
| Sub Title (in English) |
|
| Keyword(1) |
Entropy |
| Keyword(2) |
Difference Entropy |
| Keyword(3) |
Image Recognition |
| Keyword(4) |
Machine Learning |
| Keyword(5) |
Convolutional Neural Network |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Riko Abe |
| 1st Author's Affiliation |
Matsuyama University (Matsuyama Univ.) |
| 2nd Author's Name |
Yuya Dan |
| 2nd Author's Affiliation |
Matsuyama University (Matsuyama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-06-05 11:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
IIEEJ |
| Paper # |
AIT2024-146 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.16 |
| Page |
pp.17-20 |
| #Pages |
4 |
| Date of Issue |
2024-05-29 (AIT) |