| Presentation | 2022-05-19 [Invited Talk] Image and Video Restoration with Deep Learning Satoshi Iizuka, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this talk, I will introduce techniques for restoring black-and-white images and videos with high accuracy using deep neural networks. First, I will explain the basic mechanisms of the deep learning-based approaches and then introduce specific research cases, focusing on our recent works. I will also present actual applications, such as the color restoration of Claude Monet's damaged painting, and discuss current limitations. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Image restoration / Image colorization / Deep learning |
| Paper # | SIP2022-15,BioX2022-15,IE2022-15,MI2022-15 |
| Date of Issue | 2022-05-12 (SIP, BioX, IE, MI) |
| Conference Information | |
| Committee | SIP / BioX / IE / MI / ITE-IST / ITE-ME |
|---|---|
| Conference Date | 2022/5/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kumamoto University Kurokami Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yukihiro Bandou(NTT) / Hitoshi Imaoka(NEC) / Kazuya Kodama(NII) / Hidekata Hontani(Nagoya Inst. of Tech.) |
| Vice Chair | Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) / Takayuki Nakachi(Ryukyu Univ.) / Masatsugu Ichino(Univ. of Electro-Comm.) / Naoyuki Takada(SECOM) / Hiroyuki Bandoh(NTT) / Toshihiko Yamazaki(Univ. of Tokyo) / Hideaki Haneishi(Chiba Univ.) / Takayuki Kitasaka(Aichi Inst. of Tech.) |
| Secretary | Toshihisa Tanaka(Xiaomi) / Takayuki Nakachi(Takushoku Univ.) / Masatsugu Ichino(Tokyo Univ. Agri.&Tech.) / Naoyuki Takada(KDDI Research) / Hiroyuki Bandoh(MitsubishiElectric) / Toshihiko Yamazaki(KDDI Research) / Hideaki Haneishi(Nagoya Inst. of Tech.) / Takayuki Kitasaka(Yamaguchi Univ.) / (Univ. of Hyogo) |
| Assistant | Taichi Yoshida(UEC) / Seisuke Kyochi(Univ. of Kitakyushu) / Hiroyuki Suzuki(Gunma Univ) / Akihiro Hayasaka(NEC) / Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) / Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Signal Processing / Technical Committee on Biometrics / Technical Committee on Image Engineering / Technical Committee on Medical Imaging / Technical Group on Information Sensing Technologies / Technical Group on Media Engineering |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Image and Video Restoration with Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | Image restoration |
| Keyword(2) | Image colorization |
| Keyword(3) | Deep learning |
| 1st Author's Name | Satoshi Iizuka |
| 1st Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
| Date | 2022-05-19 |
| Paper # | SIP2022-15,BioX2022-15,IE2022-15,MI2022-15 |
| Volume (vol) | vol.122 |
| Number (no) | SIP-28,BioX-29,IE-30,MI-31 |
| Page | pp.pp.78-78(SIP), pp.78-78(BioX), pp.78-78(IE), pp.78-78(MI), |
| #Pages | 1 |
| Date of Issue | 2022-05-12 (SIP, BioX, IE, MI) |