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20222026
most citedNarcissus: A Practical Clean-Label Backdoor Attack with Limited Information

7 citations · 22 across the 14 of their papers we have counts for

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6 papers · 1 filter

cs.CV2026

PolicyShiftGuard: Benchmarking and Improving Policy-Adaptive Image Guardrails

Mingyang Song, Luxin Xu, Haoyu Sun +3

Image guardrails are typically trained and evaluated under a fixed safety policy, implicitly treating safety as an intrinsic property of an image. Real deployments are different: t…

cs.CV2025

SafeVision: Efficient Image Guardrail with Robust Policy Adherence and Explainability

Peiyang Xu, Minzhou Pan, Zhaorun Chen +3

With the rapid proliferation of digital media, the need for efficient and transparent safeguards against unsafe content is more critical than ever. Traditional image guardrail mode…

cs.CV2024

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Zhaorun Chen, Francesco Pinto, Minzhou Pan +1

With the rise of generative AI and rapid growth of high-quality video generation, video guardrails have become more crucial than ever to ensure safety and security across platforms…

cs.CV2024★ 2 cited

Evaluating and Mitigating IP Infringement in Visual Generative AI

Zhenting Wang, Chen Chen, Vikash Sehwag +2

The popularity of visual generative AI models like DALL-E 3, Stable Diffusion XL, Stable Video Diffusion, and Sora has been increasing. Through extensive evaluation, we discovered…

cs.CV2024

JIGMARK: A Black-Box Approach for Enhancing Image Watermarks against Diffusion Model Edits

Minzhou Pan, Yi Zeng, Xue Lin +4

In this study, we investigate the vulnerability of image watermarks to diffusion-model-based image editing, a challenge exacerbated by the computational cost of accessing gradient…

cs.CV2024

Finding needles in a haystack: A Black-Box Approach to Invisible Watermark Detection

Minzhou Pan, Zhenting Wang, Xin Dong +3

In this paper, we propose WaterMark Detection (WMD), the first invisible watermark detection method under a black-box and annotation-free setting. WMD is capable of detecting arbit…