Detecting CNN-Generated Facial Images in Real-World Scenarios

12 May 2020

Papers citing "Detecting CNN-Generated Facial Images in Real-World Scenarios"

36 / 36 papers shown

Title
Visual Verity in AI-Generated Imagery: Computational Metrics and Human-Centric Analysis Memoona Aziz Umair Rehman Syed Ali Safi Amir Zaib Abbasi EGVM 32 2 0 22 Aug 2024
Beyond Deepfake Images: Detecting AI-Generated Videos Danial Samadi Vahdati Tai D. Nguyen Aref Azizpour Matthew C. Stamm 66 11 0 24 Apr 2024
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images Jonas Ricker Dennis Assenmacher Thorsten Holz Asja Fischer Erwin Quiring 31 7 0 22 Apr 2024
E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data Aref Azizpour Tai D. Nguyen Manil Shrestha Kaidi Xu Edward Kim Matthew C. Stamm 37 4 0 12 Apr 2024
Preserving Fairness Generalization in Deepfake Detection Li Lin Xinan He Yan Ju Xin Wang Feng Ding Shu Hu 42 35 0 27 Feb 2024
A Representative Study on Human Detection of Artificially Generated Media Across Countries Joel Frank Franziska Herbert Jonas Ricker Lea Schonherr Thorsten Eisenhofer Asja Fischer Markus Dürmuth Thorsten Holz 38 13 0 10 Dec 2023
Vulnerability of Automatic Identity Recognition to Audio-Visual Deepfakes Pavel Korshunov Haolin Chen Philip N. Garner S´ebastien Marcel CVBM 53 4 0 29 Nov 2023
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection Nan Zhong Yiran Xu Sheng Li Zhenxing Qian Xinpeng Zhang 32 26 0 21 Nov 2023
Expecting The Unexpected: Towards Broad Out-Of-Distribution Detection Charles Guille-Escuret Pierre-Andre Noel Ioannis Mitliagkas David Vazquez João Monteiro OOD OODD 35 0 0 22 Aug 2023
ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated Faces Jiucui Lu Jiaran Zhou Junyu Dong Bin Li Siwei Lyu Yuezun Li CVBM 23 1 0 02 Aug 2023
FTFDNet: Learning to Detect Talking Face Video Manipulation with Tri-Modality Interaction Gang Wang Peng Zhang Jun Xiong Fei Yang Wei Huang Yufei Zha CVBM 25 1 0 08 Jul 2023
Next Steps for Human-Centered Generative AI: A Technical Perspective Xiang Ánthony' Chen Jeff Burke Andrea Colaço Matthew K. Hong Jennifer Jacobs ... Dingzeyu Li Nanyun Peng Karl D. D. Willis Chien-Sheng Wu Bolei Zhou LLMAG 32 33 0 27 Jun 2023
Spritz-PS: Validation of Synthetic Face Images Using a Large Dataset of Printed Documents Ehsan Nowroozi Yoosef Habibi Mauro Conti CVBM 31 3 0 06 Apr 2023
Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instances Arkanath Pathak Nick Dufour 20 1 0 27 Mar 2023
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 40 5 0 12 Dec 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 45 25 0 16 Nov 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 35 102 0 26 Oct 2022
Study of detecting behavioral signatures within DeepFake videos Qiaomu Miao Sinhwa Kang Stacy Marsella S. DiPaola Chao Wang Ari Shapiro 28 3 0 06 Aug 2022
On the Exploitation of Deepfake Model Recognition Luca Guarnera O. Giudice Matthias Niessner Sebastiano Battiato 32 19 0 09 Apr 2022
Fusing Global and Local Features for Generalized AI-Synthesized Image Detection Yan Ju Shan Jia Lipeng Ke Hongfei Xue Koki Nagano Siwei Lyu 35 61 0 26 Mar 2022
An Audio-Visual Attention Based Multimodal Network for Fake Talking Face Videos Detection Gang Wang Peng Zhang Lei Xie Wei Huang Yufei Zha Yanni Zhang CVBM 24 5 0 10 Mar 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 24 63 0 15 Feb 2022
Distinguishing Natural and Computer-Generated Images using Multi-Colorspace fused EfficientNet Manjary P.Gangan Anoop Kadan L. LajishV. 33 23 0 18 Oct 2021
Master Face Attacks on Face Recognition Systems H. Nguyen S´ebastien Marcel Junichi Yamagishi Isao Echizen CVBM 21 17 0 08 Sep 2021
Robust Attentive Deep Neural Network for Exposing GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu CVBM 21 34 0 05 Sep 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 26 71 0 01 Sep 2021
ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis Yinan He Bei Gan Siyu Chen Yichun Zhou Guojun Yin Luchuan Song Lu Sheng Jing Shao Ziwei Liu AAML 35 130 0 09 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 33 132 0 27 Feb 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera Sebastiano Battiato 36 86 0 24 Jan 2021
This Face Does Not Exist ... But It Might Be Yours! Identity Leakage in Generative Models Patrick J. Tinsley A. Czajka Patrick Flynn CVBM GAN 38 40 0 10 Dec 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights Shu Hu Yuezun Li Siwei Lyu CVBM GAN 19 95 0 24 Sep 2020
Fighting Deepfake by Exposing the Convolutional Traces on Images Luca Guarnera O. Giudice Sebastiano Battiato AAML 29 87 0 07 Aug 2020
Detection, Attribution and Localization of GAN Generated Images Michael Goebel L. Nataraj Tejaswi Nanjundaswamy Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath GAN 31 36 0 20 Jul 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 51 775 0 01 Jan 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 306 10,378 0 12 Dec 2018
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 101 324 0 14 Mar 2017