Video Forensics

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (17 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Video Face Manipulation Detection Through Ensemble of CNNs
  16 Apr 2020 3 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  In this paper, we tackle the problem of face manipulation detection in video sequences targeting modern facial manipulation techniques.
• EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
  16 Apr 2021 2 repositories listed
  We frame Earth surface forecasting as the task of predicting satellite imagery conditioned on future weather.
• We Need No Pixels: Video Manipulation Detection Using Stream Descriptors
  20 Jun 2019 2 repositories listed
  Manipulating video content is easier than ever.
• AvatarShield: Visual Reinforcement Learning for Human-Centric Video Forgery Detection
  21 May 2025 1 repository listed
  The rapid advancement of Artificial Intelligence Generated Content (AIGC) technologies, particularly in video generation, has led to unprecedented creative capabilities but also increased threats to information…
• On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection
  31 Oct 2024 1 repository listed Syntology ran 2 of 24 samples · 22 unverified
  Large numbers of synthesized videos from diffusion models pose threats to information security and authenticity, leading to an increasing demand for generated content detection.
• MTN: Forensic Analysis of MP4 Video Files Using Graph Neural Networks
  17 Jun 2023 1 repository listed
  In this paper, we propose MP4 Tree Network (MTN), an approach based on an end-to-end Graph Neural Networks (GNNs) that is used for forensic analysis of MP4 trees.
• Self-Supervised Video Forensics by Audio-Visual Anomaly Detection
  4 Jan 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  Manipulated videos often contain subtle inconsistencies between their visual and audio signals.
• H4VDM: H.264 Video Device Matching
  20 Oct 2022 1 repository listed
  We denote our proposed technique as H.
• DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
  9 Jan 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The quality of generated videos outperforms those in existing datasets, validated by user studies.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.