MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection

15 September 2024

Papers citing "MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection"

48 / 48 papers shown

Title
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection Yaning Zhang Qiufu Li Zitong Yu Linlin Shen ViT 81 3 0 31 Dec 2024
FlowEdit: Inversion-Free Text-Based Editing Using Pre-Trained Flow Models Vladimir Kulikov Matan Kleiner Inbar Huberman-Spiegelglas T. Michaeli DiffM 96 17 0 11 Dec 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 70 7 0 02 Sep 2024
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction Keyu Tian Yi Jiang Zehuan Yuan Bingyue Peng Liwei Wang VGen 85 310 0 03 Apr 2024
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing Ajian Liu Shuai Xue Jianwen Gan Jun Wan Yanyan Liang Jiankang Deng Sergio Escalera Zhen Lei VLM 45 26 0 21 Mar 2024
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning Yaning Zhang Zitong Yu Xiaobin Huang Linlin Shen Jianfeng Ren 60 6 0 03 Feb 2024
A Single Simple Patch is All You Need for AI-generated Image Detection Jiaxuan Chen Jieteng Yao Li Niu 30 25 0 02 Feb 2024
Common Sense Reasoning for Deepfake Detection Yue Zhang Ben Colman Xiao Guo Ali Shahriyari Gaurav Bharaj 97 35 0 31 Jan 2024
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model Lianghui Zhu Bencheng Liao Qian Zhang Xinlong Wang Wenyu Liu Xinggang Wang Mamba 88 768 0 17 Jan 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 52 50 0 27 Dec 2023
S-Adapter: Generalizing Vision Transformer for Face Anti-Spoofing with Statistical Tokens Rizhao Cai Zitong Yu Chen Kong Haoliang Li Changsheng Chen Yongjian Hu Alex C. Kot 69 11 0 07 Sep 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding Rongrong Ji 50 13 0 31 Jul 2023
On Evaluating Adversarial Robustness of Large Vision-Language Models Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Chongxuan Li Ngai-Man Cheung Min Lin VLM AAML MLLM 90 175 0 26 May 2023
Collaborative Diffusion for Multi-Modal Face Generation and Editing Ziqi Huang Kelvin C. K. Chan Yuming Jiang Ziwei Liu DiffM 55 108 0 20 Apr 2023
Vision-Language Models for Vision Tasks: A Survey Jingyi Zhang Jiaxing Huang Sheng Jin Shijian Lu VLM 124 528 0 03 Apr 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 69 214 0 16 Mar 2023
DiffFace: Diffusion-based Face Swapping with Facial Guidance Kihong Kim Yunho Kim Seokju Cho Junyoung Seo Jisu Nam Kychul Lee Seung Wook Kim Kwanghee Lee DiffM 52 55 0 27 Dec 2022
Task Residual for Tuning Vision-Language Models Tao Yu Zhihe Lu Xin Jin Zhibo Chen Xinchao Wang VLM CLIP 43 92 0 18 Nov 2022
UIA-ViT: Unsupervised Inconsistency-Aware Method based on Vision Transformer for Face Forgery Detection Wanyi Zhuang Qi Chu Zhentao Tan Qiankun Liu Haojie Yuan Changtao Miao Zixiang Luo Nenghai Yu ViT CVBM 78 80 0 23 Oct 2022
Deep Convolutional Pooling Transformer for Deepfake Detection Tianyi Wang Harry Cheng Kam-pui Chow Liqiang Nie ViT 55 68 0 12 Sep 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 176 1,110 0 22 Jun 2022
High-resolution Face Swapping via Latent Semantics Disentanglement Yangyang Xu Bailin Deng Junle Wang Yanqing Jing Jianxiong Pan Shengfeng He CVBM PICV 60 76 0 30 Mar 2022
IA-FaceS: A Bidirectional Method for Semantic Face Editing Wenjing Huang Shikui Tu Lei Xu CVBM 65 18 0 24 Mar 2022
Learning Disentangled Representation for One-shot Progressive Face Swapping Qi Li Weining Wang Chengzhong Xu Zhen Sun CVBM OCL 46 16 0 24 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 365 15,373 0 20 Dec 2021
Diffusion Autoencoders: Toward a Meaningful and Decodable Representation Konpat Preechakul Nattanat Chatthee Suttisak Wizadwongsa Supasorn Suwajanakorn SyDa DiffM 106 430 0 30 Nov 2021
CLIP-Adapter: Better Vision-Language Models with Feature Adapters Peng Gao Shijie Geng Renrui Zhang Teli Ma Rongyao Fang Yongfeng Zhang Hongsheng Li Yu Qiao VLM CLIP 250 1,035 0 09 Oct 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 459 2,382 0 02 Sep 2021
Combining EfficientNet and Vision Transformers for Video Deepfake Detection D. Coccomini Nicola Messina Claudio Gennaro Fabrizio Falchi ViT 65 172 0 06 Jul 2021
Alias-Free Generative Adversarial Networks Tero Karras M. Aittala S. Laine Erik Härkönen Janne Hellsten J. Lehtinen Timo Aila GAN 162 1,591 0 23 Jun 2021
A Latent Transformer for Disentangled Face Editing in Images and Videos Xu Yao A. Newson Y. Gousseau Pierre Hellier CVBM 51 85 0 22 Jun 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 371 10,273 0 17 Jun 2021
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 143 265 0 20 Apr 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 62 337 0 23 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 822 29,167 0 26 Feb 2021
Deepfake Video Detection Using Convolutional Vision Transformer Deressa Wodajo Solomon Atnafu ViT 94 175 0 22 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 545 40,739 0 22 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 510 17,888 0 19 Jun 2020
The DeepFake Detection Challenge (DFDC) Dataset Brian Dolhansky Joanna Bitton Ben Pflaum Jikuo Lu Russ Howes Menglin Wang Cristian Canton Ferrer PICV 37 247 0 12 Jun 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 59 550 0 19 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions Ricard Durall Margret Keuper J. Keuper 69 336 0 03 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 346 10,591 0 17 Feb 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 96 443 0 09 Jan 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 260 5,797 0 03 Dec 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 185 1,074 0 27 Sep 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 92 2,069 0 25 Jan 2019
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.3K 14,543 0 07 Oct 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 149,842 0 22 Dec 2014