Detecting Multimedia Generated by Large AI Models: A Survey

22 January 2024

Papers citing "Detecting Multimedia Generated by Large AI Models: A Survey"

50 / 63 papers shown

Title
Robust Fairness Vision-Language Learning for Medical Image Analysis Sparsh Bansal Mingyang Wu Xin Wang S. Hu VLM 29 0 0 06 May 2025
Robust AI-Generated Face Detection with Imbalanced Data Yamini Sri Krubha Aryana Hou Braden Vester Web Walker X. Wang Li Lin Shu Hu 17 0 0 04 May 2025
A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content Lele Cao DeLMO 39 0 0 02 Apr 2025
Watermarking for AI Content Detection: A Review on Text, Visual, and Audio Modalities Lele Cao 28 0 0 02 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 46 0 0 31 Mar 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images Tai D. Nguyen Aref Azizpour Matthew C. Stamm 33 1 0 26 Mar 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
VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models Xinan He Yue Zhou Bing Fan Bin Li Guopu Zhu Feng Ding 60 1 0 08 Mar 2025
Recent Advances on Generalizable Diffusion-generated Image Detection Qijie Xu Defang Chen Jiawei Chen Siwei Lyu C. Wang 62 0 0 27 Feb 2025
HRR: Hierarchical Retrospection Refinement for Generated Image Detection Peipei Yuan Zijing Xie Shuo Ye Hong Chen Yulong Wang DiffM 126 0 0 25 Feb 2025
Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Yueying Zou Peipei Li Zekun Li Huaibo Huang Xing Cui Xuannan Liu Chenghanyu Zhang Ran He DeLMO 93 1 0 07 Feb 2025
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 52 3 0 23 Dec 2024
From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview Yupei Li M. Milling Lucia Specia Björn Schuller 75 6 0 30 Nov 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 82 0 0 28 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 90 0 0 26 Nov 2024
FairAdapter: Detecting AI-generated Images with Improved Fairness Feng Ding Jun Zhang Xinan He Jianfeng Xu DiffM 65 2 0 22 Nov 2024
The Cat and Mouse Game: The Ongoing Arms Race Between Diffusion Models and Detection Methods Linda Laurier Ave Giulietta Arlo Octavia Meade Cleti 24 2 0 24 Oct 2024
From Deception to Detection: The Dual Roles of Large Language Models in Fake News Dorsaf Sallami Yuan-Chen Chang Esma Aïmeur 23 2 0 25 Sep 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 25 10 0 24 Sep 2024
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection Hina Otake Yoshihiro Fukuhara Yoshiki Kubotani Shigeo Morishima ViT 35 0 0 13 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 41 4 0 12 Sep 2024
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images Dimitrios Karageorgiou Quentin Bammey Valentin Porcellini Bertrand Goupil Denis Teyssou Symeon Papadopoulos 35 2 0 21 Aug 2024
Synthetic Photography Detection: A Visual Guidance for Identifying Synthetic Images Created by AI Melanie Mathys Marco Willi Raphael Meier 25 3 0 12 Aug 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 41 0 0 28 Jul 2024
TGIF: Text-Guided Inpainting Forgery Dataset Hannes Mareen Dimitrios Karageorgiou G. V. Wallendael Peter Lambert Symeon Papadopoulos DiffM 32 0 0 16 Jul 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 50 5 0 07 Jul 2024
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods Kathleen C. Fraser Hillary Dawkins S. Kiritchenko DeLMO 56 7 0 21 Jun 2024
MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts Dominik Macko Jakub Kopal Robert Moro Ivan Srba DeLMO 23 2 0 18 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 34 0 0 11 Jun 2024
Improving Logits-based Detector without Logits from Black-box LLMs Cong Zeng Shengkun Tang Xianjun Yang Yuanzhou Chen Yiyou Sun zhiqiang xu Yao Li Haifeng Chen Wei Cheng Dongkuan Xu DeLMO 44 1 0 07 Jun 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 73 8 0 02 Jun 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 37 5 0 07 May 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 51 7 0 25 Apr 2024
Robust CLIP-Based Detector for Exposing Diffusion Model-Generated Images Santosh Li Lin Irene Amerini Xin Eric Wang Shu Hu 34 10 0 19 Apr 2024
ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale Jinbin Huang C. L. P. Chen Aditi Mishra Bum Chul Kwon Zhicheng Liu Chris Bryan 26 4 0 03 Apr 2024
Real, fake and synthetic faces -- does the coin have three sides? Shahzeb Naeem Ramzi Al-Sharawi Muhammad Riyyan Khan Usman Tariq Abhinav Dhall H. Al-Nashash 40 0 0 02 Apr 2024
Preserving Fairness Generalization in Deepfake Detection Li Lin Xinan He Yan Ju Xin Eric Wang Feng Ding Shu Hu 26 32 0 27 Feb 2024
Uncertainty-Aware Explainable Recommendation with Large Language Models Yicui Peng Hao Chen C. Lin Guo Huang Jinrong Hu Hui Guo Bin Kong Shu Hu Xi Wu Xin Wang LRM 26 3 0 31 Jan 2024
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions Mirko Casu Luca Guarnera P. Caponnetto S. Battiato 22 12 0 24 Dec 2023
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets A. Blattmann Tim Dockhorn Sumith Kulal Daniel Mendelevitch Maciej Kilian ... Zion English Vikram S. Voleti Adam Letts Varun Jampani Robin Rombach VGen 150 985 0 25 Nov 2023
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors You-Ming Chang Chen Yeh Wei-Chen Chiu Ning Yu VPVLM VLM 53 21 0 26 Oct 2023
X-Transfer: A Transfer Learning-Based Framework for GAN-Generated Fake Image Detection Lei Zhang Hao Chen Shuangyan Hu Bin Zhu C. Lin Xi Wu Jinrong Hu Xin Wang 25 0 0 07 Oct 2023
Exploiting Modality-Specific Features For Multi-Modal Manipulation Detection And Grounding Jiazhen Wang B. Liu Changtao Miao Zhiwei Zhao Wanyi Zhuang Qi Chu Nenghai Yu 51 6 0 22 Sep 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 105 221 0 18 Sep 2023
Security and Privacy on Generative Data in AIGC: A Survey Tao Wang Yushu Zhang Shuren Qi Ruoyu Zhao Zhihua Xia Jian Weng 27 41 0 18 Sep 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 108 27 0 23 May 2023
Robust Multi-bit Natural Language Watermarking through Invariant Features Kiyoon Yoo Wonhyuk Ahn Jiho Jang Nojun Kwak WaLM 128 47 0 03 May 2023
VERITE: A Robust Benchmark for Multimodal Misinformation Detection Accounting for Unimodal Bias Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 55 5 0 27 Apr 2023
ChatLog: Carefully Evaluating the Evolution of ChatGPT Across Time Shangqing Tu Chunyang Li Jifan Yu Xiaozhi Wang Lei Hou Juanzi Li LLMAG AI4MH 64 14 0 27 Apr 2023
Origin Tracing and Detecting of LLMs Linyang Li Pengyu Wang Kerong Ren Tianxiang Sun Xipeng Qiu LLMAG 85 30 0 27 Apr 2023