| Paper Abstract and Keywords |
| Presentation |
2022-03-08 10:30
Towards the 3D reconstruction from illustration images
Shen Qian, Itoh Takayuki (Ocha Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents our trial of 3D model reconstruction from illustration images. Recovery of the depth information is a critical issue while reconstructing 3D shapes from a single 2D image. There have been several studies on 3D shape reconstruction as point clouds applying generative machine learning models that consume photographs as training datasets. However, often we cannot guarantee to collect a sufficient number of high-quality images that take particular objects as training datasets. Therefore, this paper presents our trials to learn the illustration images with 3D point clouds using a CNN that generates the 3D models from a single 2D illustration image. In this process, the actual 3D point clouds that are similar to the input image are identified, and then the point clouds are modified according to the input illustration image. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Model reconstruction / Siamese neural network / Convolutional Neural Networks / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 46, pp. 243-245, March 2022. |
| Paper # |
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| Date of Issue |
2022-03-01 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
AIT IIEEJ AS CG-ARTS |
| Conference Date |
2022-03-08 - 2022-03-08 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Expressive Japan 2022 |
| Paper Information |
| Registration To |
AS |
| Conference Code |
2022-03-AIT-IIEEJ-AS-ARTS |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Towards the 3D reconstruction from illustration images |
| Sub Title (in English) |
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| Keyword(1) |
Model reconstruction |
| Keyword(2) |
Siamese neural network |
| Keyword(3) |
Convolutional Neural Networks |
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| 1st Author's Name |
Shen Qian |
| 1st Author's Affiliation |
Ochanomistu University (Ocha Univ.) |
| 2nd Author's Name |
Itoh Takayuki |
| 2nd Author's Affiliation |
Ochanomistu University (Ocha Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-03-08 10:30:00 |
| Presentation Time |
90 minutes |
| Registration for |
AS |
| Paper # |
AIT2022-100 |
| Volume (vol) |
vol.46 |
| Number (no) |
no.10 |
| Page |
pp.243-245 |
| #Pages |
3 |
| Date of Issue |
2022-03-01 (AIT) |