CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake Detection

20 February 2024

Papers citing "CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake Detection"

17 / 17 papers shown

Title
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection Lin Yuan X. Li Yan Zhang J. Zhang Hongbo Li Xinbo Gao 25 0 0 18 Apr 2025
Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection Andrii Yermakov Jan Cech Jiri Matas AAML CLIP 49 0 0 25 Mar 2025
Unlocking the Capabilities of Vision-Language Models for Generalizable and Explainable Deepfake Detection Peipeng Yu Jianwei Fei Hui Gao Xuan Feng Zhihua Xia Chip-Hong Chang MLLM VLM 70 1 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 70 1 0 08 Mar 2025
Recent Advances on Generalizable Diffusion-generated Image Detection Qijie Xu Defang Chen Jiawei Chen Siwei Lyu C. Wang 73 0 0 27 Feb 2025
Human Action CLIPS: Detecting AI-generated Human Motion Matyáš Boháček Hany Farid 74 2 0 30 Nov 2024
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Y. Li Ao Luo Jiaran Zhou Junyu Dong 96 4 0 29 Nov 2024
FairAdapter: Detecting AI-generated Images with Improved Fairness Feng Ding Jun Zhang Xinan He Jianfeng Xu DiffM 83 2 0 22 Nov 2024
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 16 2 0 01 Oct 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 57 4 0 12 Sep 2024
Guided and Fused: Efficient Frozen CLIP-ViT with Feature Guidance and Multi-Stage Feature Fusion for Generalizable Deepfake Detection Yingjian Chen Lei Zhang Yakun Niu Pei Chen Lei Tan Jing Zhou 14 1 0 25 Aug 2024
FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant Zhengchao Huang Bin Xia Zicheng Lin Zhun Mou Wenming Yang CVBM 29 16 0 19 Aug 2024
Robust CLIP-Based Detector for Exposing Diffusion Model-Generated Images Santosh Li Lin Irene Amerini Xin Eric Wang Shu Hu 45 10 0 19 Apr 2024
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,183 0 30 Oct 2016