Three Dimensional Denoising Filter For Effective Source Smartphone Video Identification and Verification

Ashref Lawgaly*, Fouad Khelifi, Ahmed Bouridane, Somaya Al-Maaddeed, Younes Akbari

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The field of digital image and video forensics has recently seen significant advances and has attracted attention from a growing number of researchers given the availability of imaging functionalities in most current multimedia devices at no cost including smartphones and tablets. Photo response non-uniformity (PRNU) noise is a sensor pattern noise characterizing the imaging device. However, estimating the PRNU from smartphone videos can be a challenging process because of the lossy compression that digital videos normally undergo for various reasons in addition to other non-unique noise components that interfere with the video data. This paper presents a new filtering technique for PRNU estimation based on the three-dimensional discrete wavelet transform followed by a 3D wiener filter. The rationale is that the 3D filter can filter out the compression artifacts along the temporal dimension in a more effective way than simple averaging. Experimental results on a public video dataset captured by various smartphone devices have shown a significant gain obtained with the proposed approach over the well-known two-dimensional wavelet-based Wiener approach.
Original languageEnglish
Title of host publicationICMLT 2022
Subtitle of host publication2022 7th International Conference on Machine Learning Technologies
Place of PublicationNew York
PublisherACM
Number of pages9
Publication statusAccepted/In press - 6 Dec 2021
Event2022 7th International Conference on Machine Learning Technologies - Rome, Italy
Duration: 11 Mar 202213 Mar 2022
http://www.icmlt.org/

Conference

Conference2022 7th International Conference on Machine Learning Technologies
Abbreviated titleICMLT 2022
Country/TerritoryItaly
CityRome
Period11/03/2213/03/22
Internet address

Fingerprint

Dive into the research topics of 'Three Dimensional Denoising Filter For Effective Source Smartphone Video Identification and Verification'. Together they form a unique fingerprint.

Cite this