Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations

13 December 2023

Mushfiqur Rahman

Runze Liu

Chau-Wai Wong

Huaiyu Dai

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Papers citing "Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations"

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Title
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 77 63 0 19 Nov 2023
Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models Haixu Song Shiyu Huang Yinpeng Dong Weijuan Tu 59 23 0 05 Sep 2023
Controllable Guide-Space for Generalizable Face Forgery Detection Yingjie Guo Cheng Zhen Pengfei Yan CVBM AAML 66 22 0 26 Jul 2023
On the Vulnerability of DeepFake Detectors to Attacks Generated by Denoising Diffusion Models Marija Ivanovska Vitomir Štruc DiffM 56 10 0 11 Jul 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 87 104 0 27 Apr 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
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 377 6,006 0 23 May 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 85 208 0 23 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency Transformer Xiaoyi Dong Jianmin Bao Dongdong Chen Ting Zhang Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo ViT 69 122 0 02 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 383 15,454 0 20 Dec 2021
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 171 170 0 06 Dec 2021
Pre-training strategies and datasets for facial representation learning Adrian Bulat Shiyang Cheng Jing Yang A. Garbett Enrique Sanchez Georgios Tzimiropoulos CVBM SSL 51 36 0 30 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 73 614 0 03 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 856 29,341 0 26 Feb 2021
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 72 166 0 04 Dec 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 104 688 0 18 Jul 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
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice Sebastiano Battiato CVBM 46 222 0 22 Apr 2020
Video Face Manipulation Detection Through Ensemble of CNNs Nicolo Bonettini E. D. Cannas S. Mandelli Luca Bondi Paolo Bestagini Stefano Tubaro PICV CVBM AAML 47 218 0 16 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 46 137 0 31 Mar 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 64 552 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 69 337 0 03 Mar 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
Face X-ray for More General Face Forgery Detection Lingzhi Li Jianmin Bao Ting Zhang Hao Yang Dong Chen Fang Wen B. Guo PICV CVBM 61 838 0 31 Dec 2019
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping Lingzhi Li Jianmin Bao Hao Yang Dong Chen Fang Wen CVBM 61 336 0 31 Dec 2019
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 137 978 0 23 Dec 2019
Use of a Capsule Network to Detect Fake Images and Videos H. Nguyen Junichi Yamagishi Isao Echizen 30 185 0 28 Oct 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 70 546 0 03 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 187 1,074 0 27 Sep 2019
FSGAN: Subject Agnostic Face Swapping and Reenactment Y. Nirkin Y. Keller Tal Hassner CVBM PICV 140 575 0 16 Aug 2019
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models Egor Zakharov Aliaksandra Shysheya Egor Burkov Victor Lempitsky 3DH 147 629 0 20 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 97 2,075 0 25 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 537 10,540 0 12 Dec 2018
FSNet: An Identity-Aware Generative Model for Image-based Face Swapping Ryota Natsume Tatsuya Yatagawa Shigeo Morishima 3DH CVBM 35 75 0 30 Nov 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 70 881 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 60 911 0 01 Nov 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 72 1,247 0 04 Sep 2018
RSGAN: Face Swapping and Editing using Face and Hair Representation in Latent Spaces Ryota Natsume Tatsuya Yatagawa Shigeo Morishima GAN CVBM 60 166 0 10 Apr 2018
Towards Open-Set Identity Preserving Face Synthesis Jianmin Bao Dong Chen Fang Wen Houqiang Li G. Hua CVBM GAN 48 248 0 29 Mar 2018
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,555 0 07 Oct 2016
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks Kaipeng Zhang Zhanpeng Zhang Zhifeng Li Yu Qiao CVBM 170 4,960 0 11 Apr 2016