| Paper Abstract and Keywords |
| Presentation |
2019-12-20 14:55
Depth from Focal Stack by Deep Neural Network
Chen Baihui, Takahashi Keita, Fujii Toshiaki (Nagoya Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Light field theory is a heated topic in computer vision. Focal stack is one of the one of the most significant characteristics of light field. However, in most learning methods, less attention was paid on focal stack. Therefore, we put forward depth estimation of light field image by machine learning method using focal stack. We extract depth information and performed by depth map. In experiment, we use deep neural network and a complete dataset for training, and then make some evaluations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
light field / focal stack / depth estimation / neural network / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 43, Dec. 2019. |
| Paper # |
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| Date of Issue |
2019-12-13 (IST, IDY, 3DIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
3DMT IDY IST |
| Conference Date |
2019-12-20 - 2019-12-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
NHK Nagoya Station |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
3D Imaging, Hyper-Realistic Imaging, etc. |
| Paper Information |
| Registration To |
3DMT |
| Conference Code |
2019-12-3DIT-IDY-IST |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Depth from Focal Stack by Deep Neural Network |
| Sub Title (in English) |
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| Keyword(1) |
light field |
| Keyword(2) |
focal stack |
| Keyword(3) |
depth estimation |
| Keyword(4) |
neural network |
| Keyword(5) |
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| 1st Author's Name |
Chen Baihui |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Takahashi Keita |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Fujii Toshiaki |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2019-12-20 14:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
3DMT |
| Paper # |
IST2019-62, IDY2019-62, 3DIT2019-37 |
| Volume (vol) |
vol.43 |
| Number (no) |
no.43 |
| Page |
pp.17-19 |
| #Pages |
3 |
| Date of Issue |
2019-12-13 (IST, IDY, 3DIT) |