| Paper Abstract and Keywords |
| Presentation |
2024-11-16 10:00
Deep learning mind-reading model based on gaze information
Nayuta Tada, Takeshi Kohama (Kindai Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, intending to establish a mind-reading technique based on gaze information, we developed a model that extends the attention mechanism of the BLIP-2, a deep learning model for generating text from images, to incorporate gaze information. The proposed model was trained to associate gaze with an image under specific instructions and its relationship with the content of the instructions. Due to difficulties in obtaining actual data, we used pseudo-data to evaluate the feasibility of learning and successfully trained the model to achieve a specific accuracy level. Utilizing the trained model, we observed that the generated text information also changed when the pair of a specific image and simultaneously input gaze data were altered. This finding confirms that gaze information contributes to text generation in the proposed model and suggests the potential for developing mind-reading technology based on gaze information. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Eye gaze / Deep learning model / Mind reading / Text generation / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, no. 39, HI2024-47, pp. 47-50, Nov. 2024. |
| Paper # |
HI2024-47 |
| Date of Issue |
2024-11-08 (HI) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
HI VRPSY JSKE |
| Conference Date |
2024-11-15 - 2024-11-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kindai Univ. |
| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
HI |
| Conference Code |
2024-11-HI-VRPSY-JSKE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Deep learning mind-reading model based on gaze information |
| Sub Title (in English) |
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| Keyword(1) |
Eye gaze |
| Keyword(2) |
Deep learning model |
| Keyword(3) |
Mind reading |
| Keyword(4) |
Text generation |
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| 1st Author's Name |
Nayuta Tada |
| 1st Author's Affiliation |
Kindai University (Kindai Univ.) |
| 2nd Author's Name |
Takeshi Kohama |
| 2nd Author's Affiliation |
Kindai University (Kindai Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-11-16 10:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
HI |
| Paper # |
HI2024-47 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.39 |
| Page |
pp.47-50 |
| #Pages |
4 |
| Date of Issue |
2024-11-08 (HI) |
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