Presentation | 2023-05-19 Free-viewpoint Omnidirectional Image Synthesis for Large Scenes Fuma Yasue, Kazutoshi Akita, Norimichi Ukita, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Recently, Neural Radiance Fields (NeRF) have been attracting attention as a method for arbitrary viewpoint image generation, because NeRF enables ray rendering by modeling a 3D space with neural fields. On the other hand, however, learning and rendering a large scene with NeRF is difficult and computationally expensive. In particular, scenes related to omnidirectional images, such as those used in this study, are outdoor or whole indoor scenes, which are wider than the scenes for a single object used in general NeRF, making these problems even more pronounced. Experimental results show that the proposed method has a wider range of viewpoint movement than the conventional method and is superior to NeRF in representing long distances. The computational cost of the proposed method is also lower than that of NeRF. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Neural Radiance Field / Free-viewpoint image generation / Omnidirectional image / Virtual Reality |
Paper # | PRMU2023-8 |
Date of Issue | 2023-05-11 (PRMU) |
Conference Information | |
Committee | PRMU / IPSJ-CVIM |
---|---|
Conference Date | 2023/5/18(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Seiichi Uchida(Kyushu Univ.) |
Vice Chair | Takuya Funatomi(NAIST) / Mitsuru Anpai(Denso IT Lab.) |
Secretary | Takuya Funatomi(CyberAgent) / Mitsuru Anpai(Univ. of Tokyo) |
Assistant | Nakamasa Inoue(Tokyo Inst. of Tech.) / Yasutomo Kawanishi(Riken) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Free-viewpoint Omnidirectional Image Synthesis for Large Scenes |
Sub Title (in English) | |
Keyword(1) | Neural Radiance Field |
Keyword(2) | Free-viewpoint image generation |
Keyword(3) | Omnidirectional image |
Keyword(4) | Virtual Reality |
1st Author's Name | Fuma Yasue |
1st Author's Affiliation | Toyota Technological Institute(TTI) |
2nd Author's Name | Kazutoshi Akita |
2nd Author's Affiliation | Toyota Technological Institute(TTI) |
3rd Author's Name | Norimichi Ukita |
3rd Author's Affiliation | Toyota Technological Institute(TTI) |
Date | 2023-05-19 |
Paper # | PRMU2023-8 |
Volume (vol) | vol.123 |
Number (no) | PRMU-30 |
Page | pp.pp.39-44(PRMU), |
#Pages | 6 |
Date of Issue | 2023-05-11 (PRMU) |