Impact of Camera Settings on 3D Reconstruction Quality: Insights from NeRF and Gaussian Splatting

This paper explores the influence of various camera settings on the quality of 3D reconstructions, particularly in indoor crime scene investigations. Utilizing Neural Radiance Fields (NeRF) and Gaussian Splatting for 3D reconstruction, we analyzed the impact of ISO, shutter speed, and aperture settings on the quality of the resulting 3D reconstructions. By conducting controlled experiments in a meeting room setup, we identified optimal settings that minimize noise and artifacts while maximizing detail and brightness. Our findings indicate that an ISO of 200, a shutter speed of 1/60 s, and an aperture of f/3.5 provide the best balance for high-quality 3D reconstructions. These settings are especially useful for forensic applications, architectural visualization, and cultural heritage preservation, offering practical guidelines for professionals in these fields. The study also highlights the potential for future research to expand on these findings by exploring other camera parameters and real-time adjustment techniques.

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Publication Details

Journal
Sensors
Published
2024-11-28
DOI
https://doi.org/10.3390/s24237594
Citations
2
Primary Topic
3D Surveying and Cultural Heritage
Type
article
Field-Weighted Citation Impact
1.67

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Impact of Camera Settings on 3D Reconstruction Quality: Insights from NeRF and Gaussian Splatting

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article

Impact of Camera Settings on 3D Reconstruction Quality: Insights from NeRF and Gaussian Splatting

Radoslav Iliev Miltchev, Maurice van Keulen, Dimitar Rangelov, Sierd Waanders, Kars Waanders
article en
2 citations

Abstract

This paper explores the influence of various camera settings on the quality of 3D reconstructions, particularly in indoor crime scene investigations. Utilizing Neural Radiance Fields (NeRF) and Gaussian Splatting for 3D reconstruction, we analyzed the impact of ISO, shutter speed, and aperture settings on the quality of the resulting 3D reconstructions. By conducting controlled experiments in a meeting room setup, we identified optimal settings that minimize noise and artifacts while maximizing detail and brightness. Our findings indicate that an ISO of 200, a shutter speed of 1/60 s, and an aperture of f/3.5 provide the best balance for high-quality 3D reconstructions. These settings are especially useful for forensic applications, architectural visualization, and cultural heritage preservation, offering practical guidelines for professionals in these fields. The study also highlights the potential for future research to expand on these findings by exploring other camera parameters and real-time adjustment techniques.

SensorsVol. 24(23)
Saxion (NL), Technical University of Sofia (BG), Politieacademie (NL), University of Twente (NL)
University of Twente, Technical University of Sofia
Sustainable cities and communities
Openalex Percentile: Top 13%
3D Surveying and Cultural Heritage
1.67
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