Sensor Noise Model

A Sensor Noise Model is a computational framework that characterizes the statistical deviations and distortions introduced by a physical imaging sensor during image acquisition, distinguishing itself from general noise models by specifically simulating the idiosyncratic noise patterns—such as photon shot noise, readout noise, and pixel non-uniformity—encountered in real-world vision systems, thereby enabling more robust sim-to-real transfer in vision-based machine learning applications.

468

Publications

27.2K

Citations

1.6K

Authors

566

Institutions

Publications per year

2017–2026

135

Parents

Camera ModelsSim-to-real Transfer

Publications

468

Estimating Optimal Tracking Filter Performance for Manned Maneuvering Targets

Robert A. Singer · IEEE Transactions on Aerospace and Electronic Systems · 1970 · 1.2K citations

Engineering, Aerospace Engineering, Marine Engineering +15

A benchmark for RGB-D visual odometry, 3D reconstruction and SLAM

Ankur Handa, Thomas J. Whelan, John McDonald et al. · 2014 · 939 citations

Computing, Robotics Engineering, Computer Vision +16

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing

IEEE Transactions on Image Processing · 2018 · 926 citations · Full text

Natural Sciences, Earth Sciences, Atmospheric Science +14

Practical Poissonian-Gaussian Noise Modeling and Fitting for Single-Image Raw-Data

Alessandro Foi, Mejdi Trimeche, Vladimir Katkovnik et al. · IEEE Transactions on Image Processing · 2008 · 876 citations

Engineering, Physics, Digital Imaging +15

Radiometric CCD camera calibration and noise estimation

Glenn Healey, Raghava Kondepudy · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1994 · 725 citations

Architecture, Vision Science, Computer Vision +16

1–5 of 468

Authors

1.6K

RS
Roland Siegwart
ETH Zurich, Switzerland
5 publications · 165 citations
5
h-index
MN
M. Nofrarías
Max Planck Institute for Gravitational Physics, Germany
5 publications · 157 citations
5
h-index
YF
Ying Fu
Beijing Institute of Technology, China
5 publications · 382 citations
5
h-index
GH
Gerhard Heinzel
Max Planck Institute for Gravitational Physics, Germany
5 publications · 157 citations
5
h-index
SV
S. Vitale
University of Trento, Italy
5 publications · 291 citations
5
h-index

1–5 of 1.6K

Institutions

566

1–8 of 566

Venues

Sensors
13 publications · 354 citations
12
h-index
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
17 publications · 432 citations
12
h-index
IEEE Sensors Journal
11 publications · 464 citations
11
h-index
IEEE Transactions on Instrumentation and Measurement
9 publications · 293 citations
9
h-index
IEEE Transactions on Geoscience and Remote Sensing
9 publications · 783 citations
9
h-index

1–5