| Paper Abstract and Keywords |
| Presentation |
2019-12-12 13:15
Class Augmentation For Semantic Segmentation by Integrating Multiple Methods
Qiusheng Wang, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase (Nagoya Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Along with the development of autonomous driving and Augmented Reality (AR), we need technologies that can help understanding surrounding environment better. Semantic segmentation, which applies classfication to every single pixel in an image, is gathering attention as a powerful tool in many fields. While semantic segmentation with deep learning techniques requires a huge amount of data for training models, building a dataset on our own is costly. Therefore, we want to use existing datasets instead, while also being able to recognize more classes than a single dataset provides. In this report, we propose a semantic segmentation method that can augment the classes on demand using existing datasets. We confirmed the effectiveness of the proposed method with the success of class augmentation in an evaluation experiment. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
semantic segmentation / class augmentation / / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
HCGSYMPO |
| Conference Date |
2019-12-11 - 2019-12-13 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiroshima-ken Joho Plaza (Hiroshima) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
HCG Symposium 2019 |
| Paper Information |
| Registration To |
HCGSYMPO |
| Conference Code |
2019-12-HCGSYMPO |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Class Augmentation For Semantic Segmentation by Integrating Multiple Methods |
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semantic segmentation |
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class augmentation |
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| 1st Author's Name |
Qiusheng Wang |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Yasutomo Kawanishi |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Daisuke Deguchi |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 4th Author's Name |
Ichiro Ide |
| 4th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 5th Author's Name |
Hiroshi Murase |
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Nagoya University (Nagoya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2019-12-12 13:15:00 |
| Presentation Time |
15 minutes |
| Registration for |
HCGSYMPO |
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