| Paper Abstract and Keywords |
| Presentation |
2015-02-23 11:15
A Note on Image Classification Using EEG Features during Watching Images (4)
-- Verification of Using Multiple Users' EEG Signals --
Takuya Kawakami, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we verify the accuracy of image classification using multiple users' EEG signals and images.Specifically, we propose a image classification method using multiple users' EEG signals and images.Furthermore, we verify the effectiveness using multiple users' EEG signals and images by comparing two values of accuracy obtained from the proposed method and the conventional method.In the first stage of our method, first, we perform the image classification by using each user's EEG features and each visual feature independently.Next, we merge the above classification results and obtain the final classification result in the second stage.In the second stage, we utilize newly obtained feature vectors by integrating multiple users' EEG features and all visual features based on a feature integration method called MSLPCCA.Consequently, our image classification method using multiple users' EEG features and visual features is realized. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
image classification / EEG / / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 39, no. 7, ME2015-20, pp. 185-190, Feb. 2015. |
| Paper # |
ME2015-20 |
| Date of Issue |
2015-02-16 (MMS, CE, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
HI IEICE-IE AIT IEICE-ITS ME MMS |
| Conference Date |
2015-02-23 - 2015-02-24 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokudai |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
image processing etc |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2015-02-HI-IE-AIT-ITS-ME-MMS-CE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Image Classification Using EEG Features during Watching Images (4) |
| Sub Title (in English) |
Verification of Using Multiple Users' EEG Signals |
| Keyword(1) |
image classification |
| Keyword(2) |
EEG |
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| 1st Author's Name |
Takuya Kawakami |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Takahiro Ogawa |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Miki Haseyama |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2015-02-23 11:15:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2015-22, CE2015-22, HI2015-20, ME2015-20, AIT2015-20 |
| Volume (vol) |
vol.39 |
| Number (no) |
no.7 |
| Page |
pp.185-190 |
| #Pages |
6 |
| Date of Issue |
2015-02-16 (MMS, CE, HI, ME, AIT) |