TY - JOUR
T1 - Impact of Camera Settings on 3D Reconstruction Quality
T2 - Insights from NeRF and Gaussian Splatting
AU - Rangelov, Dimitar
AU - Waanders, Sierd
AU - Waanders, Kars
AU - van Keulen, Maurice
AU - Miltchev, Radoslav
N1 - Publisher Copyright:
© 2024 by the authors.
PY - 2024/12
Y1 - 2024/12
N2 - 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.
AB - 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.
KW - 3D reconstruction
KW - 3D scanner technology
KW - Crime investigation
KW - Crime scene reconstruction
KW - Forensic photogrammetry
KW - Neural Radiance Fields (NеRF)
UR - http://www.scopus.com/inward/record.url?scp=85211944968&partnerID=8YFLogxK
U2 - 10.3390/s24237594
DO - 10.3390/s24237594
M3 - Article
C2 - 39686130
AN - SCOPUS:85211944968
SN - 1424-8220
VL - 24
JO - Sensors
JF - Sensors
IS - 23
M1 - 7594
ER -