We Need No Pixels: Video Manipulation Detection Using Stream Descriptors
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Abstract (arXiv)
Manipulating video content is easier than ever. Due to the misuse potential of manipulated content, multiple detection techniques that analyze the pixel data from the videos have been proposed. However, clever manipulators should also carefully forge the metadata and auxiliary header information, which is harder to do for videos than images. In this paper, we propose to identify forged videos by analyzing their multimedia stream descriptors with simple binary classifiers, completely avoiding the pixel space. Using well-known datasets, our results show that this scalable approach can achieve a high manipulation detection score if the manipulators have not done a careful data sanitization of the multimedia stream descriptors.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 20 Jun 2019.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 0; 2024: 0; 2025: 0; 2026: 1.
7 papers.
- 2021Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forwardcited by 82
- 2022An Overview of Recent Work in Media Forensics: Methods and Threatscited by 7
- 2021Efficient video integrity analysis through container characterizationcited by 6
- 2022Synthesized Speech Detection Using Convolutional Transformer-Based Spectrogram Analysiscited by 5
- 2022Frequency Domain-Based Detection of Generated Audiocited by 3
- 2021Forensic Analysis of Video Files Using Metadatacited by 2
- 2026Deep-Fake CAPTCHA: Mitigating Next-Generation Social Engineering Attackscited by 0
- 2026Deep-Fake CAPTCHA: Mitigating Next-Generation Social Engineering Attacks10 Sep 2026
- 2022Frequency Domain-Based Detection of Generated Audio3 May 2022
- 2022Synthesized Speech Detection Using Convolutional Transformer-Based Spectrogram Analysis3 May 2022
- 2022An Overview of Recent Work in Media Forensics: Methods and Threats26 Apr 2022
- 2021Forensic Analysis of Video Files Using Metadata13 May 2021
- 2021Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward25 Feb 2021
- 2021Efficient video integrity analysis through container characterization26 Jan 2021