Presentation | 2022-06-09 Speeding-up by Reduction of Processing Paths in Octave Convolution Akito Yoshikawa, Hidehiro Nakano, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Octave Convolution (OctConv), one of the convolutional neural network methods, can also improve accuracy while reducing computational and memory costs compared to conventional convolution. On the other hand, it requires processing to separate and integrate images into different resolution components. In this study, we propose a method to reduce processing time while maintaining recognition accuracy by eliminating unnecessary processing paths in OctConv. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Machine Learning / Deep Learning / Convolution Neural Network / Image Recognition |
Paper # | NLP2022-6,CCS2022-6 |
Date of Issue | 2022-06-02 (NLP, CCS) |
Conference Information | |
Committee | CCS / NLP |
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Conference Date | 2022/6/9(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Megumi Akai(Hokkaido Univ.) / Akio Tsuneda(Kumamoto Univ.) |
Vice Chair | Masaki Aida(TMU) / Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Torikai(Hosei Univ.) |
Secretary | Masaki Aida(TDK) / Hidehiro Nakano(Shibaura Insti. of Tech.) / Hiroyuki Torikai(Sojo Univ.) |
Assistant | Tomoyuki Sasaki(Shonan Instit. of Tech.) / Hiroyasu Ando(Tsukuba Univ.) / Miki Kobayashi(Rissho Univ.) / " Hiroyuki YASUDA(The Univ. of Tokyo) / Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) |
Paper Information | |
Registration To | Technical Committee on Complex Communication Sciences / Technical Committee on Nonlinear Problems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Speeding-up by Reduction of Processing Paths in Octave Convolution |
Sub Title (in English) | |
Keyword(1) | Machine Learning |
Keyword(2) | Deep Learning |
Keyword(3) | Convolution Neural Network |
Keyword(4) | Image Recognition |
1st Author's Name | Akito Yoshikawa |
1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
2nd Author's Name | Hidehiro Nakano |
2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
Date | 2022-06-09 |
Paper # | NLP2022-6,CCS2022-6 |
Volume (vol) | vol.122 |
Number (no) | NLP-65,CCS-66 |
Page | pp.pp.27-30(NLP), pp.27-30(CCS), |
#Pages | 4 |
Date of Issue | 2022-06-02 (NLP, CCS) |