MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

13 June 2024

Zekun Li

Peipei Li

Zhaofeng He

Papers citing "MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs"

12 / 12 papers shown

Title
Latent Multimodal Reconstruction for Misinformation Detection Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 29 0 0 08 Apr 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 56 0 0 19 Mar 2025
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 51 4 0 14 Nov 2024
DAdEE: Unsupervised Domain Adaptation in Early Exit PLMs Divya J. Bajpai M. Hanawal 26 1 0 06 Oct 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 35 1 0 22 Sep 2024
Exploring Large Language Models for Feature Selection: A Data-centric Perspective Dawei Li Zhen Tan Huan Liu LM&MA 31 7 0 21 Aug 2024
Similarity over Factuality: Are we making progress on multimodal out-of-context misinformation detection? Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 35 4 0 18 Jul 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 44 3 0 17 Jun 2024
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 114 367 0 07 Nov 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 198 883 0 27 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning Shivangi Aneja C. Bregler Matthias Nießner SSL 54 44 0 15 Jan 2021