| Paper Abstract and Keywords |
| Presentation |
2024-09-02 14:30
[Invited Talk]
Deep Learning in Projection Mapping
Daisuke Iwai (UOsaka) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Projection mapping (PM) allows users to experience virtual and augmented reality without wearing displays by projecting imagery onto real-world objects. A significant technical challenge in PM is compensating for image quality degradation caused by various factors in the physical world, such as geometric distortion, photometric distortion, and defocus. Conventional techniques have modeled these degradation processes individually and solved the corresponding inverse problems. However, recent advancements have shifted towards using deep learning to compensate for these degradations in an end-to-end manner without explicitly modeling the degradation processes. This method has shown superior performance compared to conventional techniques. Additionally, there are emerging efforts to automatically generate PM content tailored to the context of the scene using generative AI. This invited talk will provide an overview of such deep learning technologies in projection mapping. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Projection Mapping / Deep Learning / Neural Network / Generative AI / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, pp. 36-39, Sept. 2024. |
| Paper # |
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| Date of Issue |
2024-08-26 (IDY, AIT, 3DMT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
OSJ-HODIC AIT 3DMT IDY IEICE-EID IEE-OQD SID-JC |
| Conference Date |
2024-09-02 - 2024-09-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kikai-Shinko-Kaikan Bldg |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
SID-JC |
| Conference Code |
2024-09-HODIC-AIT-3DMT-IDY-EID-OQD-JC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Deep Learning in Projection Mapping |
| Sub Title (in English) |
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| Keyword(1) |
Projection Mapping |
| Keyword(2) |
Deep Learning |
| Keyword(3) |
Neural Network |
| Keyword(4) |
Generative AI |
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| 1st Author's Name |
Daisuke Iwai |
| 1st Author's Affiliation |
University of Osaka (UOsaka) |
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| Speaker |
Author-1 |
| Date Time |
2024-09-02 14:30:00 |
| Presentation Time |
30 minutes |
| Registration for |
SID-JC |
| Paper # |
IDY2024-39, AIT2024-161, 3DMT2024-50 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.28 |
| Page |
pp.36-39 |
| #Pages |
4 |
| Date of Issue |
2024-08-26 (IDY, AIT, 3DMT) |