| Presentation | 2022-11-18 Consideration of an indicator of the total channels suitable for CNN Chisato Takahashi, Kenya Jin'no, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Neural Architecture Search (NAS), which aims to automatically optimize the structure in order to search for neural networks with good classification performance, has attracted much attention in recent years. Recently, zero-shot evaluation methods have been proposed to estimate classification performance without actually performing training in order to reduce search time. However, these metrics are still insufficient for finding the best-performing neural networks. This study considered that the variance of the mean of the ReLU output values could serve as an indicator to determine the appropriate number of channels for a CNN. The relationship between them will be examined and used as the basis for a new metric to evaluate the classification performance in a zero-shot manner. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Architecture Search / neural network / CNN / Zero-shot evaluation index |
| Paper # | CCS2022-54 |
| Date of Issue | 2022-11-10 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2022/11/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| Assistant | Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Consideration of an indicator of the total channels suitable for CNN |
| Sub Title (in English) | |
| Keyword(1) | Neural Architecture Search |
| Keyword(2) | neural network |
| Keyword(3) | CNN |
| Keyword(4) | Zero-shot evaluation index |
| 1st Author's Name | Chisato Takahashi |
| 1st Author's Affiliation | Tokyo City University(TCU) |
| 2nd Author's Name | Kenya Jin'no |
| 2nd Author's Affiliation | Tokyo City University(TCU) |
| Date | 2022-11-18 |
| Paper # | CCS2022-54 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-255 |
| Page | pp.pp.57-60(CCS), |
| #Pages | 4 |
| Date of Issue | 2022-11-10 (CCS) |