| Presentation | 2022-08-04 A Study on the Role of Latent Variables in Auto Encoder and U-Net Saki Okamoto, Kenya Jinno, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Using U-Net, which introduces Contracting Paths (Concat) into Auto Encoder (AE), we trained the system to output a front face image when a sideways face image is input.As a result, we confirmed that the latent variable conveyed by each Concat changed, and that each Concat had a different role.we will examine the roles of latent variables in AE and U-Net for the same and different input/output cases. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Auto Encoder / U-Net / Contracting Path / Latent Variable |
| Paper # | CCS2022-29 |
| Date of Issue | 2022-07-28 (CCS) |
| Conference Information | |
| Committee | IN / CCS |
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| Conference Date | 2022/8/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University(Centennial Hall) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
| Chair | Kunio Hato(Internet Multifeed) / Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Tsutomu Murase(Nagoya Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Tsutomu Murase(KDDI Research) / Hidehiro Nakano(Nagaoka Univ. of Tech.) / Masaki Aida(NTT) |
| 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 Information Networks / 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) | A Study on the Role of Latent Variables in Auto Encoder and U-Net |
| Sub Title (in English) | |
| Keyword(1) | Auto Encoder |
| Keyword(2) | U-Net |
| Keyword(3) | Contracting Path |
| Keyword(4) | Latent Variable |
| 1st Author's Name | Saki Okamoto |
| 1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 2nd Author's Name | Kenya Jinno |
| 2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2022-08-04 |
| Paper # | CCS2022-29 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-145 |
| Page | pp.pp.16-19(CCS), |
| #Pages | 4 |
| Date of Issue | 2022-07-28 (CCS) |