mlsanityData to 14 Oct 2026

DF26: We Cannot Tell Fake From Real Anymore

arXiv 2609.07369 ↗First posted 7 Sep 2026cs.CVcited by 0

Not on the map. Why?

Abstract (arXiv)

We introduce DF26, a novel benchmark for detecting AI-generated videos containing fully synthetic clips produced by recent text-to-video and image-to-video models. The videos capture single-person public-speaking scenarios, spanning direct-to-camera recordings, official statements, and studio interviews - 271 real and 2,420 synthetic videos generated by seven modern video models. The study on DF26 shows that human performance in detecting AI-generated videos, as well as state-of-the-art deepfake detectors, is close to random chance. Our results highlight the limitations of current evaluation protocols and motivate the need for benchmarks that explicitly measure robustness to modern generative model distribution shifts.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 17 of its 27 references that are in the map. First posted on arXiv 7 Sep 2026.

Builds on

17 of 27 references.

References · 17

  1. 2025Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilitiescited by 3,796
  2. 2025Wan: Open and Advanced Large-Scale Video Generative Modelscited by 2,708
  3. 2019FaceForensics++: Learning to Detect Manipulated Facial Imagescited by 1,101
  4. 2019Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensicscited by 575
  5. 2024OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generationcited by 341
  6. 2026LTX-2: Efficient Joint Audio-Visual Foundation Modelcited by 236
  7. 2025HunyuanVideo 1.5 Technical Reportcited by 160
  8. 2024Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detectioncited by 105
  9. 2025Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024cited by 45
  10. 2024Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Modelcited by 38
  11. 2025Skyra: AI-Generated Video Detection via Grounded Artifact Reasoningcited by 25
  12. 2024FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learningcited by 23
5 more
  1. 2025Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensicscited by 21
  2. 2025Deepfake Detection that Generalizes Across Benchmarkscited by 21
  3. 2025Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detectioncited by 13
  4. 2025TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detectioncited by 11
  5. 2025MAVOS-DD: Multilingual Audio-Video Open-Set Deepfake Detection Benchmarkcited by 9

Built on by

Not cited yet.