| Paper Abstract and Keywords |
| Presentation |
2025-03-10 14:25
SVBRDF Prediction based on Two-Level Basis from Multiple Input Images Tomoya Kozuki, Kei Iwasaki (Saitama Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a model that predicts Spatially Varying Bidirectional Reflectance Distribution Function (SVBRDF) using multiple input images. The proposed method predicts the SVBRDF using a deep learning model that performs max-pooling on the output feature maps for each input image, and predicts the local and global basis and weight maps by applying a Convolutional Neural Network (CNN).The effectiveness of the proposed method is demonstrated by comparing it with previous prediction method that uses a single input image. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
SVBRDF / max-pooling / CNN / deep learning / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 49, no. 10, AIT2025-70, pp. 114-117, March 2025. |
| Paper # |
AIT2025-70 |
| Date of Issue |
2025-03-03 (AIT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
AIT IIEEJ AS CG-ARTS |
| Conference Date |
2025-03-10 - 2025-03-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tokyo Polytechnic Univ. (Nakano) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Expressive Japan 2025 |
| Paper Information |
| Registration To |
AIT |
| Conference Code |
2025-03-AIT-IIEEJ-AS-ARTS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
SVBRDF Prediction based on Two-Level Basis from Multiple Input Images |
| Sub Title (in English) |
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| Keyword(1) |
SVBRDF |
| Keyword(2) |
max-pooling |
| Keyword(3) |
CNN |
| Keyword(4) |
deep learning |
| Keyword(5) |
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| 1st Author's Name |
Tomoya Kozuki |
| 1st Author's Affiliation |
Saitama University (Saitama Univ.) |
| 2nd Author's Name |
Kei Iwasaki |
| 2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-03-10 14:25:00 |
| Presentation Time |
12 minutes |
| Registration for |
AIT |
| Paper # |
AIT2025-70 |
| Volume (vol) |
vol.49 |
| Number (no) |
no.10 |
| Page |
pp.114-117 |
| #Pages |
4 |
| Date of Issue |
2025-03-03 (AIT) |