| Paper Abstract and Keywords |
| Presentation |
2020-02-27 17:05
A Note on Data Augmentation Method of 3D Pose Estimation for Illustration of Anime Character
Nozomi Isami, Yuji Sakamoto (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Research on 3D pose estimation from photographs of real human using machine learning have already been proposed. However, because these methods focus on photographs of real human, when it apply to illustrations of anime character, it will be low estimation accuracy. To this end, we investigate the difference in head-body ratio of each character, which is one of the characteristics of illustrations of anime character, and propose an improved method for illustrations of anime character. Through expanding dataset by changing not only the poses, but also the head-body ratios, our approach can be applied to different head-body rate. The experiments result shows that our approach can reach a higher estimation accuracy in rendered images of 3D models. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
3DCG / Illustration of anime character / Pose estimation / Dataset / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 44, no. 6, AIT2020-24, pp. 123-128, Feb. 2020. |
| Paper # |
AIT2020-24 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
AIT |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Data Augmentation Method of 3D Pose Estimation for Illustration of Anime Character |
| Sub Title (in English) |
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| Keyword(1) |
3DCG |
| Keyword(2) |
Illustration of anime character |
| Keyword(3) |
Pose estimation |
| Keyword(4) |
Dataset |
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| 1st Author's Name |
Nozomi Isami |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Yuji Sakamoto |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-27 17:05:00 |
| Presentation Time |
15 minutes |
| Registration for |
AIT |
| Paper # |
MMS2020-24, HI2020-24, ME2020-52, AIT2020-24 |
| Volume (vol) |
vol.44 |
| Number (no) |
no.6 |
| Page |
pp.123-128 |
| #Pages |
6 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |