| Paper Abstract and Keywords |
| Presentation |
2021-10-27 15:40
Acquisition of Human's Memory Mechanism for Video Frames
Koki Nishimoto, Kimiaki Shirahama (Kindai Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
When a video is played back, humans understand the contents while unconsciously deciding whether to memorize each frame.This paper presents a method to acquire this human memory mechanism using reinforcement learning.By defining a memory as a finite external storage, our method trains an agent that can update the memory so as to achieve its optimal matching with frames observed over time.Inspired by imitation learning that learns a reward function from expert's demonstrations, the agent gets a reward representing how well a frame matches the memory.The effectiveness of the proposed method is demonstrated through the experiments on video data provided by TRECVID. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Video Memorization / Memory Mechanism / Deep Reinforcement Learning / Imitation Learning / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 45, no. 31, AIT2021-145, pp. 17-20, Oct. 2021. |
| Paper # |
AIT2021-145 |
| Date of Issue |
2021-10-20 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IIEEJ AIT |
| Conference Date |
2021-10-27 - 2021-10-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
AIT |
| Conference Code |
2021-10-IIEEJ-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Acquisition of Human's Memory Mechanism for Video Frames |
| Sub Title (in English) |
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| Keyword(1) |
Video Memorization |
| Keyword(2) |
Memory Mechanism |
| Keyword(3) |
Deep Reinforcement Learning |
| Keyword(4) |
Imitation Learning |
| Keyword(5) |
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| 1st Author's Name |
Koki Nishimoto |
| 1st Author's Affiliation |
Kindai University (Kindai Univ.) |
| 2nd Author's Name |
Kimiaki Shirahama |
| 2nd Author's Affiliation |
Kindai University (Kindai Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2021-10-27 15:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
AIT |
| Paper # |
AIT2021-145 |
| Volume (vol) |
vol.45 |
| Number (no) |
no.31 |
| Page |
pp.17-20 |
| #Pages |
4 |
| Date of Issue |
2021-10-20 (AIT) |