| Presentation | 2021-03-05 Semantic Segmentation based on MobileNet Extended with FPN Yuki Sugimoto, Masaki Aono, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Semantic Segmentation is attracting attention in autonomous driving, but high-precision models require a huge amount of calculations for segmentation. Therefore, for the purpose of reducing the weight of the model, we propose an architecture in which MobileNet, which is a lightweight and highly accurate CNN, is used for the Backbone Module and RFPN (Reshaped Feature Pyramid Network) is added between the Backbone Module and the Head Module. In order to realize a model with excellent accuracy and FLOPs(FLoating-point OPerations), we conducted experiments in which various parameters of RFPN were changed. As a result, it was shown that the proposed method can output with relatively high accuracy with a small FLOPs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Semantic Segmentation / 深層学習 |
| Paper # | PRMU2020-91 |
| Date of Issue | 2021-02-25 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2021/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Computer Vision and Pattern Recognition for specific environment |
| Chair | Yoichi Sato(Univ. of Tokyo) |
| Vice Chair | Akisato Kimura(NTT) / Masakazu Iwamura(Osaka Pref. Univ.) |
| Secretary | Akisato Kimura(Mobility Technologies) / Masakazu Iwamura(Chubu Univ.) |
| Assistant | Takashi Shibata(NTT) / Masashi Nishiyama(Tottori Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Semantic Segmentation based on MobileNet Extended with FPN |
| Sub Title (in English) | |
| Keyword(1) | Semantic Segmentation |
| Keyword(2) | 深層学習 |
| 1st Author's Name | Yuki Sugimoto |
| 1st Author's Affiliation | Toyohashi University of Technology(TUT) |
| 2nd Author's Name | Masaki Aono |
| 2nd Author's Affiliation | Toyohashi University of Technology(TUT) |
| Date | 2021-03-05 |
| Paper # | PRMU2020-91 |
| Volume (vol) | vol.120 |
| Number (no) | PRMU-409 |
| Page | pp.pp.127-132(PRMU), |
| #Pages | 6 |
| Date of Issue | 2021-02-25 (PRMU) |