Author

Xiaojie Liang

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Jul 2026

HumanForge: A Human-Centric Deepfake Video Benchmark with Multi-Agent Forgery Rationales

The introduction of HumanForge, a unified, large-scale, and multi-paradigm human-centric video forgery benchmark containing over 18,000 synthesized videos across four distinct scenarios, and the proposed Gen2Anno (Generation-to-Annotation), a cooperative multi-agent pipeline that generates logically grounded forensic reasoning chains.

Wenbo Xu, Zhimin Chen, Xiaojie Liang et al. · arXiv.org · 0 citations