Factors affecting ENF based time-of-recording estimation for video

S Vatansever, AE Dirik, N Memon - ICASSP 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
ENF (Electric Network Frequency) oscillates around a nominal value (50/60 Hz) due to
imbalance between consumed and generated power. The intensity of a light source …

A MUSIC spectrum combining approach for ENF-based video timestamping

P Ferrara, I Sanchez, G Draper-Gil… - … on Biometrics and …, 2021 - ieeexplore.ieee.org
Electric Network Frequency (ENF) fluctuates over time around the nominal value because of
power load changes. Such fluctuations have a subtle influence on the artificial light emitted …

ENF based digital multimedia forensics: Survey, application, challenges and future work

E Ngharamike, LM Ang, KP Seng, M Wang - IEEE Access, 2023 - ieeexplore.ieee.org
The electric network frequency (ENF) represents the transmission frequency of the electrical
grid and fluctuates constantly around 50 Hz or 60 Hz, subject to the region. This constant …

An automated approach for electric network frequency estimation in static and non-static digital video recordings

G Karantaidis, C Kotropoulos - Journal of Imaging, 2021 - mdpi.com
Electric Network Frequency (ENF) is embedded in multimedia recordings if the recordings
are captured with a device connected to power mains or placed near the power mains. It is …

Analysis of rolling shutter effect on ENF-based video forensics

S Vatansever, AE Dirik, N Memon - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Electric network frequency (ENF) is a time-varying signal of the frequency of mains electricity
in a power grid. It continuously fluctuates around a nominal value (50/60 Hz) due to changes …

" Seeing" ENF: natural time stamp for digital video via optical sensing and signal processing

R Garg, AL Varna, M Wu - Proceedings of the 19th ACM international …, 2011 - dl.acm.org
Electric Network Frequency (ENF) fluctuates slightly over time from its nominal value of 50
Hz/60 Hz. The fluctuations in the ENF remain consistent across the entire power grid even …

Analysis of ENF signal extraction from videos acquired by rolling shutters

J Choi, CW Wong, H Su, M Wu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Electric network frequency (ENF) analysis is a promising forensic technique for
authenticating multimedia recordings and detecting tampering. The validity of the ENF …

“seeing” ENF From Neuromorphic Events: Modeling and Robust Estimation

L Xu, G Hua, H Zhang, L Yu - IEEE Transactions on Pattern …, 2024 - ieeexplore.ieee.org
Most artificial lights exhibit subtle fluctuations in intensity and frequency in response to the
influence of the grid's alternating current, providing the potential to estimate the Electric …

" Seeing" Electric Network Frequency From Events

L Xu, G Hua, H Zhang, L Yu… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Most of the artificial lights fluctuate in response to the grid's alternating current and exhibit
subtle variations in terms of both intensity and spectrum, providing the potential to estimate …

Temporal localization of non-static digital videos using the electrical network frequency

S Fernández-Menduiña… - IEEE Signal Processing …, 2020 - ieeexplore.ieee.org
Non-static scenes represent one of the main barriers for retrieving the electrical network
frequency (ENF) from digital videos recorded in realistic scenarios, since movement …