| Presentation | 2021-03-29 IMAS-GAN: Unsupervised Domain Translation without Cycle Consistency Masashi Okada, Hidehiro Nakano, Arata Miyauchi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | CycleGAN realizes the translation between domains without using pair data. However, the configuration of two GANs and the learning of bi-directional domain translation to maintain Cycle Consistency make the training time huge. In this paper, we propose IMAS-GAN (Identity Mapping, Arbitrary style transfer, and Semantic image synthesis GAN), an unsupervised domain translation model using a single GAN without Cycle Consistency. The purpose of this study is to reduce the number of parameters and training time while maintaining the same performance as CycleGAN. We evaluate the proposed method from validation experiments using FCN-Score, Fr?chet Inception Distance, and Kernel Inception Distance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Generative Adversarial Networks / CycleGAN / Domain Translation |
| Paper # | CCS2020-28 |
| Date of Issue | 2021-03-22 (CCS) |
| Conference Information | |
| Committee | CCS |
|---|---|
| Conference Date | 2021/3/29(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | etc. |
| Chair | Shigeki Shiokawa(Kanagawa Inst. of Tech.) |
| Vice Chair | Tetsuya Asai(Hokkaido Univ.) / Megumi Akai(Hokkaido Univ.) |
| Secretary | Tetsuya Asai(Kanagawa Inst. of Tech.) / Megumi Akai(TDK) |
| Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Kosuke Sanada(Mie Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | IMAS-GAN: Unsupervised Domain Translation without Cycle Consistency |
| Sub Title (in English) | |
| Keyword(1) | Generative Adversarial Networks |
| Keyword(2) | CycleGAN |
| Keyword(3) | Domain Translation |
| 1st Author's Name | Masashi Okada |
| 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.) |
| 3rd Author's Name | Arata Miyauchi |
| 3rd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2021-03-29 |
| Paper # | CCS2020-28 |
| Volume (vol) | vol.120 |
| Number (no) | CCS-438 |
| Page | pp.pp.42-47(CCS), |
| #Pages | 6 |
| Date of Issue | 2021-03-22 (CCS) |