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FluoNeRF: Fluorescent Novel-View Synthesis Under Novel Light Source Colors and Spectra
Lin Shi1,2, Kengo Matsufuji1, Michitaka Yoshida3
1Department of Artificial Intelligence, Kyushu Institute of Technology, Fukuoka 820-8502, Japan.
This study presents a novel method for generating realistic images of fluorescent objects under new lighting conditions. The technique enhances neural radiance fields to accurately capture and reproduce fluorescent material colors.
Area of Science:
- Computer Vision
- Computer Graphics
Background:
- Synthesizing photo-realistic images from novel viewpoints and lighting is a key challenge.
- Fluorescent materials exhibit unique light absorption and emission properties, unlike reflective materials.
- Standard view synthesis methods struggle to accurately render fluorescent object colors under varied lighting.
Purpose of the Study:
- To develop a method for synthesizing photo-realistic images of scenes containing fluorescent objects.
- To enable image synthesis from novel viewpoints and under novel lighting colors and spectra.
- To overcome limitations of existing techniques in reproducing fluorescent material appearance.
Main Methods:
- Extended neural radiance fields (NeRFs) by incorporating the superposition principle of light.
- Captured sparse image sets of scenes under varying viewpoints and active lighting (color display/multi-spectral light stage).
- Synthesized images without explicit geometric or photometric modeling.
Main Results:
- Demonstrated superior performance compared to existing methods through experiments with real images.
- Confirmed the method's effectiveness in reproducing fluorescent object colors under common light sources.
- Showcased that using more than three primary colors with a light stage improves color reproduction accuracy.
Conclusions:
- The proposed method effectively synthesizes photo-realistic images of fluorescent objects under novel conditions.
- The approach advances view synthesis by accurately handling the unique spectral properties of fluorescent materials.
- This work provides a robust solution for realistic rendering of fluorescent objects in computer graphics and vision.
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