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https://hdl.handle.net/2440/124439
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Type: | Journal article |
Title: | An analysis of optical contributions to a photo-sensor's ballistic fingerprints |
Author: | Matthews, R. Sorell, M. Falkner, N. |
Citation: | Digital Investigation, 2019; 28:139-145 |
Publisher: | Elsevier |
Issue Date: | 2019 |
ISSN: | 1742-2876 1873-202X |
Statement of Responsibility: | R. Matthews, M. Sorell, N. Falkner |
Abstract: | Lens aberrations have previously been used to determine the provenance of an image. However, this is not necessarily unique to an image sensor, as lens systems are often interchanged. Photo-response non-uniformity noise was proposed in 2005 by Lukáš, Goljan and Fridrich as a stochastic signal which describes a sensor uniquely, akin to a “ballistic” fingerprint. This method, however, did not account for additional sources of bias such as lens artefacts and temperature. In this paper, we propose a new additive signal model to account for artefacts previously thought to have been isolated from the ballistic fingerprint. Our proposed model separates sensor level artefacts from the lens optical system and thus accounts for lens aberrations previously thought to be filtered out. Specifically, we apply standard image processing theory, an understanding of frequency properties relating to the physics of light and temperature response of sensor dark current to classify artefacts. This model enables us to isolate and account for bias from the lens optical system and temperature within the current model. |
Keywords: | Sensor pattern noise Photo response non-uniformity Digital image forensics Dark current |
Description: | Available online 14 February 2019 |
Rights: | © 2019 Elsevier Ltd. All rights reserved. |
DOI: | 10.1016/j.diin.2019.02.002 |
Published version: | http://dx.doi.org/10.1016/j.diin.2019.02.002 |
Appears in Collections: | Aurora harvest 3 Electrical and Electronic Engineering publications |
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