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

Dimitar Rangelov, Sierd Waanders, Kars Waanders, Maurice van Keulen*, Radoslav Miltchev

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

1 Citation (Scopus)
41 Downloads (Pure)

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.

Original languageEnglish
Article number7594
Number of pages18
JournalSensors
Volume24
Issue number23
Early online date28 Nov 2024
DOIs
Publication statusPublished - Dec 2024

Keywords

  • 3D reconstruction
  • 3D scanner technology
  • Crime investigation
  • Crime scene reconstruction
  • Forensic photogrammetry
  • Neural Radiance Fields (NеRF)

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