| Paper Abstract and Keywords |
| Presentation |
2022-02-21 13:00
Domain Incremental Leaning with Adaptive Loss Functions
Takumi Kawashima (UTokyo), Go Irie, Daiki Ikami (NTT), Kiyoharu Aizawa (UTokyo) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
During domain incremental learning of image classification task, the distribution of images continually change, and models adapt themselves to images with new features while retaining past knowledge. There are very few methods specialized in it compared to class incremental learning, where new classes are incrementally added. In this work, we propose a simple method for domain incremental learning problems. Our proposed method is based on rehearsal with exemplars, and adaptively decide weights of loss functions. In our experiments, we use three datasets, one of which we made for this task. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
image classification / deep learning / catastrophic forgetting / domain incremental learning / distillation loss / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Conference Information |
| Committee |
AIT ME MMS IEICE-IE IEICE-ITS |
| Conference Date |
2022-02-21 - 2022-02-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IEICE-IE |
| Conference Code |
2022-02-IE-ITS-AIT-ME-MMS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Domain Incremental Leaning with Adaptive Loss Functions |
| Sub Title (in English) |
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| Keyword(1) |
image classification |
| Keyword(2) |
deep learning |
| Keyword(3) |
catastrophic forgetting |
| Keyword(4) |
domain incremental learning |
| Keyword(5) |
distillation loss |
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| Keyword(7) |
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| 1st Author's Name |
Takumi Kawashima |
| 1st Author's Affiliation |
The University of Tokyo (UTokyo) |
| 2nd Author's Name |
Go Irie |
| 2nd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
| 3rd Author's Name |
Daiki Ikami |
| 3rd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
| 4th Author's Name |
Kiyoharu Aizawa |
| 4th Author's Affiliation |
The University of Tokyo (UTokyo) |
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| Speaker |
Author-1 |
| Date Time |
2022-02-21 13:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
IEICE-IE |
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| Volume (vol) |
vol.46 |
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