Presentation | 2019-12-19 Personalized Face-pose Estimation Using Incrementally Updated Face-shape Parameters Makoto Sei, Akira Utsumi, Hirotake Yamazoe, Joo-Ho Lee, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper proposes a deep learning method for face pose estimation with an incremental personalization mechanism to update the face shape paramete rs. The method consists of two parts: a pose estimation network and an incremental estimation of the face shape parameters (shape estimation network). Face poses are estimated from input images and face shape parameters through the pose esti mation network. The shape parameters are estimated as the output of the shape estimation network and iteratively updated in a sequence of image observations. E xperimental results suggest the effectiveness of using face shape parameters in face posture estimation. We also describe the incremental refinement of face shape parameters using a shape estimation network. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Face pose estimation / neural network / personalization mechanism / face-shape parameter |
Paper # | PRMU2019-51 |
Date of Issue | 2019-12-12 (PRMU) |
Conference Information | |
Committee | PRMU |
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Conference Date | 2019/12/19(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yoichi Sato(Univ. of Tokyo) |
Vice Chair | Toru Tamaki(Hiroshima Univ.) / Akisato Kimura(NTT) |
Secretary | Toru Tamaki(NTT) / Akisato Kimura(OMRON SINICX) |
Assistant | Yusuke Uchida(DeNA) / Takayoshi Yamashita(Chubu Univ.) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Personalized Face-pose Estimation Using Incrementally Updated Face-shape Parameters |
Sub Title (in English) | |
Keyword(1) | Face pose estimation |
Keyword(2) | neural network |
Keyword(3) | personalization mechanism |
Keyword(4) | face-shape parameter |
1st Author's Name | Makoto Sei |
1st Author's Affiliation | ATR ISL Labs/Ritsumeikan University(ATR/Ritsumeikan Univ.) |
2nd Author's Name | Akira Utsumi |
2nd Author's Affiliation | ATR ISL Labs(ATR) |
3rd Author's Name | Hirotake Yamazoe |
3rd Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
4th Author's Name | Joo-Ho Lee |
4th Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
Date | 2019-12-19 |
Paper # | PRMU2019-51 |
Volume (vol) | vol.119 |
Number (no) | PRMU-347 |
Page | pp.pp.29-34(PRMU), |
#Pages | 6 |
Date of Issue | 2019-12-12 (PRMU) |