MM-SafetyBench: A Benchmark for Safety Evaluation of Multimodal Large Language Models

29 November 2023

Yu Qiao

Papers citing "MM-SafetyBench: A Benchmark for Safety Evaluation of Multimodal Large Language Models"

50 / 65 papers shown

Title
REI-Bench: Can Embodied Agents Understand Vague Human Instructions in Task Planning? Chenxi Jiang Chuhao Zhou Jianfei Yang 7 0 0 20 May 2025
Understanding and Mitigating Toxicity in Image-Text Pretraining Datasets: A Case Study on LLaVA Karthik Reddy Kanjula Surya Guthikonda Nahid Alam Shayekh Bin Islam 26 0 0 09 May 2025
REVEAL: Multi-turn Evaluation of Image-Input Harms for Vision LLM Madhur Jindal Saurabh Deshpande AAML 45 0 0 07 May 2025
Multimodal Large Language Models for Enhanced Traffic Safety: A Comprehensive Review and Future Trends M. Tami Mohammed Elhenawy Huthaifa I. Ashqar 41 0 0 21 Apr 2025
VLMGuard-R1: Proactive Safety Alignment for VLMs via Reasoning-Driven Prompt Optimization Menglan Chen Xianghe Pang Jingjing Dong Wenhao Wang Yaxin Du Siheng Chen LRM 39 0 0 17 Apr 2025
Do We Really Need Curated Malicious Data for Safety Alignment in Multi-modal Large Language Models? Yanbo Wang Jiyang Guan Jian Liang Ran He 49 0 0 14 Apr 2025
SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models Junfeng Fang Y. Wang Ruipeng Wang Zijun Yao Kun Wang An Zhang X. Wang Tat-Seng Chua AAML LRM 65 3 0 09 Apr 2025
M2IV: Towards Efficient and Fine-grained Multimodal In-Context Learning in Large Vision-Language Models Yanshu Li Hongyang He Yi Cao Qisen Cheng Xiang Fu Ruixiang Tang VLM 40 0 0 06 Apr 2025
JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model Yi Nian Shenzhe Zhu Yuehan Qin Li Li Z. Wang Chaowei Xiao Yue Zhao 28 0 0 03 Apr 2025
ShieldGemma 2: Robust and Tractable Image Content Moderation Wenjun Zeng D. Kurniawan Ryan Mullins Yuchi Liu Tamoghna Saha ... Mani Malek Hamid Palangi Joon Baek Rick Pereira Karthik Narasimhan AI4MH 33 0 0 01 Apr 2025
Misaligned Roles, Misplaced Images: Structural Input Perturbations Expose Multimodal Alignment Blind Spots Erfan Shayegani G M Shahariar Sara Abdali Lei Yu Nael B. Abu-Ghazaleh Yue Dong AAML 78 0 0 01 Apr 2025
Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy Joonhyun Jeong Seyun Bae Yeonsung Jung Jaeryong Hwang Eunho Yang AAML 43 0 0 26 Mar 2025
MIRAGE: Multimodal Immersive Reasoning and Guided Exploration for Red-Team Jailbreak Attacks Wenhao You Bryan Hooi Yiwei Wang Y. Wang Zong Ke Ming Yang Zi Huang Yujun Cai AAML 56 0 0 24 Mar 2025
Safe RLHF-V: Safe Reinforcement Learning from Human Feedback in Multimodal Large Language Models Jiaming Ji X. Chen Rui Pan Han Zhu C. Zhang ... Juntao Dai Chi-Min Chan Sirui Han Yike Guo Y. Yang OffRL 74 3 0 22 Mar 2025
REVAL: A Comprehension Evaluation on Reliability and Values of Large Vision-Language Models Jie M. Zhang Zheng Yuan Z. Wang Bei Yan Sibo Wang Xiangkui Cao Zonghui Guo Shiguang Shan Xilin Chen ELM 44 0 0 20 Mar 2025
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings Zonghao Ying Guangyi Zheng Yongxin Huang Deyue Zhang Wenxin Zhang Quanchen Zou Aishan Liu X. Liu Dacheng Tao ELM 74 6 0 19 Mar 2025
Survey of Adversarial Robustness in Multimodal Large Language Models Chengze Jiang Zhuangzhuang Wang Minjing Dong Jie Gui AAML 63 0 0 18 Mar 2025
Making Every Step Effective: Jailbreaking Large Vision-Language Models Through Hierarchical KV Equalization Shuyang Hao Yiwei Wang Bryan Hooi J. Liu Muhao Chen Zi Huang Yujun Cai AAML VLM 67 0 0 14 Mar 2025
Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-tuning Yiwei Chen Yuguang Yao Yihua Zhang Bingquan Shen Gaowen Liu Sijia Liu AAML MU 58 1 0 14 Mar 2025
TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models Xiangyu Yin Yi Qi Jinwei Hu Zhen Chen Yi Dong Xingyu Zhao Xiaowei Huang Wenjie Ruan 45 0 0 13 Mar 2025
Utilizing Jailbreak Probability to Attack and Safeguard Multimodal LLMs Wenzhuo Xu Zhipeng Wei Xiongtao Sun Deyue Zhang Dongdong Yang Quanchen Zou X. Zhang AAML 49 0 0 10 Mar 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges Jiaxin Ai Pengfei Zhou Zhaopan Xu Ming Li Fanrui Zhang ... Jianwen Sun Yukang Feng Baojin Huang Zhongyuan Wang K. Zhang ELM 137 0 0 09 Mar 2025
Evaluation of Safety Cognition Capability in Vision-Language Models for Autonomous Driving Enming Zhang Peizhe Gong Xingyuan Dai Yisheng Lv Q. Miao MLLM ELM 60 0 0 09 Mar 2025
CeTAD: Towards Certified Toxicity-Aware Distance in Vision Language Models Xiangyu Yin Jiaxu Liu Zhen Chen Jinwei Hu Yi Dong Xiaowei Huang Wenjie Ruan AAML 47 0 0 08 Mar 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 51 1 0 05 Mar 2025
FC-Attack: Jailbreaking Large Vision-Language Models via Auto-Generated Flowcharts Ziyi Zhang Zhen Sun Z. Zhang Jihui Guo Xinlei He AAML 47 2 0 28 Feb 2025
Moving Beyond Medical Exam Questions: A Clinician-Annotated Dataset of Real-World Tasks and Ambiguity in Mental Healthcare Max Lamparth D. Grabb Amy Franks Scott Gershan Kaitlyn N. Kunstman ... Monika Drummond Roots Manu Sharma Aryan Shrivastava N. Vasan Colleen Waickman 36 2 0 22 Feb 2025
Understanding and Rectifying Safety Perception Distortion in VLMs Xiaohan Zou Jian Kang George Kesidis Lu Lin 172 1 0 18 Feb 2025
Distraction is All You Need for Multimodal Large Language Model Jailbreaking Zuopeng Yang Jiluan Fan Anli Yan Erdun Gao Xin Lin Tao Li Kanghua mo Changyu Dong AAML 77 0 0 15 Feb 2025
Robust-LLaVA: On the Effectiveness of Large-Scale Robust Image Encoders for Multi-modal Large Language Models H. Malik Fahad Shamshad Muzammal Naseer Karthik Nandakumar F. Khan Salman Khan AAML MLLM VLM 68 0 0 03 Feb 2025
PSA-VLM: Enhancing Vision-Language Model Safety through Progressive Concept-Bottleneck-Driven Alignment Zhendong Liu Yuanbi Nie Yingshui Tan Xiangyu Yue Qiushi Cui Chongjun Wang Xiaoyong Zhu Bo Zheng Bo Zheng 70 0 0 18 Nov 2024
SoK: Unifying Cybersecurity and Cybersafety of Multimodal Foundation Models with an Information Theory Approach Ruoxi Sun Jiamin Chang Hammond Pearce Chaowei Xiao B. Li Qi Wu Surya Nepal Minhui Xue 35 0 0 17 Nov 2024
Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey Xuannan Liu Xing Cui Peipei Li Zekun Li Huaibo Huang Shuhan Xia Miaoxuan Zhang Yueying Zou Ran He AAML 65 6 0 14 Nov 2024
LLMCBench: Benchmarking Large Language Model Compression for Efficient Deployment Ge Yang Changyi He J. Guo Jianyu Wu Yifu Ding Aishan Liu Haotong Qin Pengliang Ji Xianglong Liu MQ 33 4 0 28 Oct 2024
Insight Over Sight? Exploring the Vision-Knowledge Conflicts in Multimodal LLMs Xiaoyuan Liu Wenxuan Wang Youliang Yuan Jen-tse Huang Qiuzhi Liu Pinjia He Zhaopeng Tu 123 0 0 10 Oct 2024
How Does Vision-Language Adaptation Impact the Safety of Vision Language Models? Seongyun Lee Geewook Kim Jiyeon Kim Hyunji Lee Hoyeon Chang Sue Hyun Park Minjoon Seo 31 0 0 10 Oct 2024
Chain-of-Jailbreak Attack for Image Generation Models via Editing Step by Step Wenxuan Wang Kuiyi Gao Zihan Jia Youliang Yuan Jen-tse Huang Qiuzhi Liu Shuai Wang Wenxiang Jiao Zhaopeng Tu 126 2 0 04 Oct 2024
Scaling Diffusion Policy in Transformer to 1 Billion Parameters for Robotic Manipulation Minjie Zhu Yichen Zhu Jinming Li Junjie Wen Zhiyuan Xu ... Ran Cheng Chaomin Shen Yaxin Peng Feifei Feng Jian Tang 32 13 0 22 Sep 2024
A Survey on Multimodal Benchmarks: In the Era of Large AI Models Lin Li Guikun Chen Hanrong Shi Jun Xiao Long Chen 42 9 0 21 Sep 2024
TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation Junjie Wen Y. X. Zhu Jinming Li Minjie Zhu Kun Wu ... Ran Cheng Chaomin Shen Yaxin Peng Feifei Feng Jian Tang LM&Ro 72 41 0 19 Sep 2024
Programming Refusal with Conditional Activation Steering Bruce W. Lee Inkit Padhi K. Ramamurthy Erik Miehling Pierre L. Dognin Manish Nagireddy Amit Dhurandhar LLMSV 99 13 0 06 Sep 2024
A Survey on Evaluation of Multimodal Large Language Models Jiaxing Huang Jingyi Zhang LM&MA ELM LRM 50 20 0 28 Aug 2024
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 57 5 0 11 Jul 2024
A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends Daizong Liu Mingyu Yang Xiaoye Qu Pan Zhou Yu Cheng Wei Hu ELM AAML 30 25 0 10 Jul 2024
T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models Yibo Miao Yifan Zhu Yinpeng Dong Lijia Yu Jun Zhu Xiao-Shan Gao EGVM 43 12 0 08 Jul 2024
MMRo: Are Multimodal LLMs Eligible as the Brain for In-Home Robotics? Jinming Li Yichen Zhu Zhiyuan Xu Jindong Gu Minjie Zhu Xin Liu Ning Liu Yaxin Peng Feifei Feng Jian Tang LRM LM&Ro 36 6 0 28 Jun 2024
JailbreakZoo: Survey, Landscapes, and Horizons in Jailbreaking Large Language and Vision-Language Models Haibo Jin Leyang Hu Xinuo Li Peiyan Zhang Chonghan Chen Jun Zhuang Haohan Wang PILM 36 26 0 26 Jun 2024
MOSSBench: Is Your Multimodal Language Model Oversensitive to Safe Queries? Xirui Li Hengguang Zhou Ruochen Wang Tianyi Zhou Minhao Cheng Cho-Jui Hsieh 42 4 0 22 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 85 24 0 17 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 47 12 0 11 Jun 2024