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) |