2013
DOI: 10.1109/tifs.2013.2272217
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“Seeing” ENF: Power-Signature-Based Timestamp for Digital Multimedia via Optical Sensing and Signal Processing

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Cited by 109 publications
(165 citation statements)
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“…Comparisons of various frequency estimation approaches for ENF were carried out in [8,10]. The weighted energy method [2] is adopted here for its robustness and low complexity. The recording signals are divided into frames of certain length (e.g, 8 seconds), and FFT is calculated for every frame.…”
Section: Extraction Of the Enf Signalmentioning
confidence: 99%
See 1 more Smart Citation
“…Comparisons of various frequency estimation approaches for ENF were carried out in [8,10]. The weighted energy method [2] is adopted here for its robustness and low complexity. The recording signals are divided into frames of certain length (e.g, 8 seconds), and FFT is calculated for every frame.…”
Section: Extraction Of the Enf Signalmentioning
confidence: 99%
“…Multimedia recordings created using devices plugged into the power mains or located near power sources can pick up ENF signals in audio due to electromagnetic interference or acoustic vibrations [1]; and in video due to imperceptible flickering in indoor lighting [2]. The ENF signal extracted from audio or video recordings has been shown to exhibit a high correlation with the ENF extracted from the power mains measurements at the corresponding time.…”
Section: Introductionmentioning
confidence: 99%
“…An alternative technique in [9] detects the phase discontinuity of the ENF signal, the presence of which suggests where tampering has taken place. Most recently, the work in [3] validated for the first time the presence of the ENF signal in visual recordings. Optical sensors and video cameras are used to demonstrate that the ENF signal can be captured from fluorescent lighting and further picked up by video cameras in an indoor environment.…”
Section: Introductionmentioning
confidence: 98%
“…The fluctuation of the ENF has been successfully exploited to authenticate digital recordings [4,10,9,3]. In [4,10], it is demonstrated that the ENF signal is captured in audio recordings and exhibits a high correlation with the ENF signal measured from the power mains supply at the same time.…”
Section: Introductionmentioning
confidence: 99%
“…Interestingly, ENF traces can also be detected in some motion picture recordings, using techniques that are based on detecting the imperceptible (to the eye) flicker produced by indoor lighting (Garg, Varna, and Wu, 2011;Garg, Varna, Hajj-Ahmad, and Wu, 2013). We therefore need not limit our attention solely to audio recordings.…”
Section: Introductionmentioning
confidence: 99%