| Presentation | 2016-05-19 FPGA Implementation of a Super-Resolution System Taito Manabe, Yuichiro Shibata, Kiyoshi Oguri, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we implement a real-time super-resolution system for moving images using a convolutional neural network on an FPGA, and evaluate its performance. Instead of pre-enlargement proposed in related works, we apply horizontal and/or vertical flips to network input images. This method prevents them from losing information, which enables super-resolution whose quality is superior to the system using pre-enlargement, even though the network scale and the size of filters are limited due to resource restriction of the FPGA. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Super Resolution / Moving Images / Real-time / FPGA / Convolutional Neural Network / Deep Learning |
| Paper # | RECONF2016-5 |
| Date of Issue | 2016-05-12 (RECONF) |
| Conference Information | |
| Committee | RECONF |
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| Conference Date | 2016/5/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | FUJITSU LAB. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Reconfigurable Systems, etc. |
| Chair | Minoru Watanabe(Shizuoka Univ.) |
| Vice Chair | Masato Motomura(Hokkaido Univ.) / Yuichiro Shibata(Nagasaki Univ.) |
| Secretary | Masato Motomura(Toshiba) / Yuichiro Shibata(Univ. of Tsukuba) |
| Assistant | Kazuya Tanikagawa(Hiroshima City Univ.) / Takefumi Miyoshi(e-trees.Japan) |
| Paper Information | |
| Registration To | Technical Committee on Reconfigurable Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | FPGA Implementation of a Super-Resolution System |
| Sub Title (in English) | |
| Keyword(1) | Super Resolution |
| Keyword(2) | Moving Images |
| Keyword(3) | Real-time |
| Keyword(4) | FPGA |
| Keyword(5) | Convolutional Neural Network |
| Keyword(6) | Deep Learning |
| 1st Author's Name | Taito Manabe |
| 1st Author's Affiliation | Nagasaki University(Nagasaki Univ.) |
| 2nd Author's Name | Yuichiro Shibata |
| 2nd Author's Affiliation | Nagasaki University(Nagasaki Univ.) |
| 3rd Author's Name | Kiyoshi Oguri |
| 3rd Author's Affiliation | Nagasaki University(Nagasaki Univ.) |
| Date | 2016-05-19 |
| Paper # | RECONF2016-5 |
| Volume (vol) | vol.116 |
| Number (no) | RECONF-53 |
| Page | pp.pp.17-22(RECONF), |
| #Pages | 6 |
| Date of Issue | 2016-05-12 (RECONF) |