| Presentation | 2018-03-19 Generating Handwritten Character Clones Based on Shape Model Estimation by Collaborating Filtering Eiji Miyazaki, Kazuaki Nakamura, Naoko Nitta, Noboru Babaguchi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we focus on methods for generating clone images of handwritten characters resembling a target writer's actual handwriting, which we call handwritten character clones or HCC. In HCC generation, not a single HCC but its distribution should be created for each character because humans' actual handwritings differ from each other even if the same writer writes the same character. To this end, a lot of actual handwriting images of the target writer are generally required for each character. However, it is difficult to collect such an image set. Hence, we only assume an incomplete seed character set, which consists of at most one or no example of the target writer's actual handwritinｇs per character, and propose a HCC generation method that can generate different images of the same character based on the incomplete seed character set. In the proposed method, we achieve this task using collaborative filtering. Our experimental results demonstrate the effectiveness of the proposed method, especially in the case of using user-based collaborative filtering. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | handwritten character generation / incomplete seed character set / collaborative filtering |
| Paper # | BioX2017-73,PRMU2017-209 |
| Date of Issue | 2018-03-11 (BioX, PRMU) |
| Conference Information | |
| Committee | PRMU / BioX |
|---|---|
| Conference Date | 2018/3/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Kazuhiko Sumi(AGU) |
| Vice Chair | Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) / Hiroshi Takano(Toyama Pref. Univ.) / Hitoshi Imaoka(NEC) |
| Secretary | Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) / Hiroshi Takano(Shizuoka Univ.) / Hitoshi Imaoka(Fujitsu Labs.) |
| Assistant | Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) / Masatsugu Ichino(Univ. of Electro-Comm.) / Naoyuki Takada(Secom) / Norihiro Okui(KDDI Research) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Biometrics |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Generating Handwritten Character Clones Based on Shape Model Estimation by Collaborating Filtering |
| Sub Title (in English) | |
| Keyword(1) | handwritten character generation |
| Keyword(2) | incomplete seed character set |
| Keyword(3) | collaborative filtering |
| 1st Author's Name | Eiji Miyazaki |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Kazuaki Nakamura |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| 3rd Author's Name | Naoko Nitta |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| 4th Author's Name | Noboru Babaguchi |
| 4th Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2018-03-19 |
| Paper # | BioX2017-73,PRMU2017-209 |
| Volume (vol) | vol.117 |
| Number (no) | BioX-513,PRMU-514 |
| Page | pp.pp.219-224(BioX), pp.219-224(PRMU), |
| #Pages | 6 |
| Date of Issue | 2018-03-11 (BioX, PRMU) |