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20242026
most citedVLBiasBench: A Comprehensive Benchmark for Evaluating Bias in Large Vision-Language Model

3 citations · 14 across the 36 of their papers we have counts for

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18 papers · 1 filter

cs.CV2024★ 2 cited

MM-MoralBench: A MultiModal Moral Evaluation Benchmark for Large Vision-Language Models

Bei Yan, Jie Zhang, Zhiyuan Chen +2

The rapid integration of Large Vision-Language Models (LVLMs) into critical domains necessitates comprehensive moral evaluation to ensure their alignment with human values. While e…

cs.CR2024

Multi-PA: A Multi-perspective Benchmark on Privacy Assessment for Large Vision-Language Models

Jie Zhang, Xiangkui Cao, Zhouyu Han +2

Large Vision-Language Models (LVLMs) exhibit impressive potential across various tasks but also face significant privacy risks, limiting their practical applications. Current resea…

cs.CV2024

Semantic or Covariate? A Study on the Intractable Case of Out-of-Distribution Detection

Xingming Long, Jie Zhang, Shiguang Shan +1

The primary goal of out-of-distribution (OOD) detection tasks is to identify inputs with semantic shifts, i.e., if samples from novel classes are absent in the in-distribution (ID)…

cs.CV2024★ 1 cited

Confidence Aware Learning for Reliable Face Anti-spoofing

Xingming Long, Jie Zhang, Shiguang Shan

Current Face Anti-spoofing (FAS) models tend to make overly confident predictions even when encountering unfamiliar scenarios or unknown presentation attacks, which leads to seriou…

cs.CV2024

Revisiting Face Forgery Detection: From Facial Representation to Forgery Detection

Zonghui Guo, Yingjie Liu, Jie Zhang +2

Face Forgery Detection (FFD), or Deepfake detection, aims to determine whether a digital face is real or fake. Due to different face synthesis algorithms with diverse forgery patte…

cs.CV2024★ 1 cited

T2IShield: Defending Against Backdoors on Text-to-Image Diffusion Models

Zhongqi Wang, Jie Zhang, Shiguang Shan +1

While text-to-image diffusion models demonstrate impressive generation capabilities, they also exhibit vulnerability to backdoor attacks, which involve the manipulation of model ou…