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Wei Lu

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Jul 2026

I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

I2VShield is proposed, a privacy protection method based on generative adversarial attacks tailored to Diffusion Transformer (DiT)-based I2V models that achieves highly competitive protection performance across various datasets and mainstream DiT-based I2V models, particularly in disrupting spatiotemporal coherence, wh...

Yi-Mao Guo, Zuo-Min Qu, Wei Lu · 0 citations
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 r...

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

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