| Item type |
SIG Technical Reports(1) |
| 公開日 |
2019-03-10 |
| タイトル |
|
|
タイトル |
High-Accuracy and Cost-Effective Neural Networks for Embedded Systems |
| タイトル |
|
|
言語 |
en |
|
タイトル |
High-Accuracy and Cost-Effective Neural Networks for Embedded Systems |
| 言語 |
|
|
言語 |
eng |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
機械学習/深層学習 |
| 資源タイプ |
|
|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_18gh |
|
資源タイプ |
technical report |
| 著者所属 |
|
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属 |
|
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属 |
|
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属 |
|
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属(英) |
|
|
|
en |
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属(英) |
|
|
|
en |
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属(英) |
|
|
|
en |
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者所属(英) |
|
|
|
en |
|
|
Japan Advanced Institute of Science and Technology JAIST |
| 著者名 |
Jiajun, Guo
Amr, Ashmawy
Thiem, Van Chu
Kiyofumi, Tanaka
|
| 著者名(英) |
Jiajun, Guo
Amr, Ashmawy
Thiem, Van Chu
Kiyofumi, Tanaka
|
| 論文抄録 |
|
|
内容記述タイプ |
Other |
|
内容記述 |
Binarized Neural Network (BNN) is a promising technique for embedded inference hardware due to the small hardware cost, but the inference accuracy is degraded compared to a full-precision CNN. In this study, we show that the inference accuracy can be improved by using an ensemble of a few BNNs. In addition, we report our implementation on an FPGA. |
| 論文抄録(英) |
|
|
内容記述タイプ |
Other |
|
内容記述 |
Binarized Neural Network (BNN) is a promising technique for embedded inference hardware due to the small hardware cost, but the inference accuracy is degraded compared to a full-precision CNN. In this study, we show that the inference accuracy can be improved by using an ensemble of a few BNNs. In addition, we report our implementation on an FPGA. |
| 書誌レコードID |
|
|
収録物識別子タイプ |
NCID |
|
収録物識別子 |
AA11451459 |
| 書誌情報 |
研究報告システムとLSIの設計技術（SLDM）
巻 2019-SLDM-187,
号 36,
p. 1-8,
発行日 2019-03-10
|
| ISSN |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
2188-8639 |
| Notice |
|
|
|
SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc. |
| 出版者 |
|
|
言語 |
ja |
|
出版者 |
情報処理学会 |
IPSJ-SLDM19187036.pdf (1.3 MB)
