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20242026
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cs.CV2026

DiverAge: Reliable Pluralistic Face Aging with Cross-Age Identity Relation Guidance

Yueying Zou, Peipei Li, Qianrui Teng +2

Face aging plays an important role in long-term biometric analysis, cross-age identity verification, and forensic identity analysis. Since the same subject may exhibit multiple pla…

cs.CV2026

GenVideoLens: Where LVLMs Fall Short in AI-Generated Video Detection?

Yueying Zou, Pei Pei Li, Zekun Li +4

In recent years, AI-generated videos have become increasingly realistic and sophisticated. Meanwhile, Large Vision-Language Models (LVLMs) have shown strong potential for detecting…

cs.CV2026

AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs

Shuhan Xia, Peipei Li, Xuannan Liu +3

The threat of Audio-Video (AV) forgery is rapidly evolving beyond human-centric deepfakes to include more diverse manipulations across complex natural scenes. However, existing ben…

cs.CV2025

Video-SafetyBench: A Benchmark for Safety Evaluation of Video LVLMs

Xuannan Liu, Zekun Li, Zheqi He +6

The increasing deployment of Large Vision-Language Models (LVLMs) raises safety concerns under potential malicious inputs. However, existing multimodal safety evaluations primarily…

cs.CV2025

SpineBench: Benchmarking Multimodal LLMs for Spinal Pathology Analysis

Chenghanyu Zhang, Zekun Li, Peipei Li +5

With the increasing integration of Multimodal Large Language Models (MLLMs) into the medical field, comprehensive evaluation of their performance in various medical domains becomes…

cs.CV2025

ID-Cloak: Crafting Identity-Specific Cloaks Against Personalized Text-to-Image Generation

Qianrui Teng, Xing Cui, Xuannan Liu +4

Personalized text-to-image models allow users to generate images of new concepts from several reference photos, thereby leading to critical concerns regarding civil privacy. Althou…