ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection

6 December 2018

Matthias Nießner

Papers citing "ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection"

50 / 64 papers shown

Title
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content Haoyue Bai Yiyou Sun Wei Cheng Haifeng Chen AAML 61 0 0 02 May 2025
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 52 8 0 28 Jun 2024
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation Qingxuan Lv Yuezun Li Junyu Dong Sheng Chen Hui Yu Huiyu Zhou Shu Zhang AAML 35 4 0 17 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 35 75 0 30 Nov 2023
Generalizable One-shot Neural Head Avatar Xueting Li Shalini De Mello Sifei Liu Koki Nagano Umar Iqbal Jan Kautz 3DH 49 19 0 14 Jun 2023
On the Effectiveness of Image Manipulation Detection in the Age of Social Media Rosaura G. VidalMata Priscila Saboia Daniel Moreira Grant Jensen J. Schlessman Walter J. Scheirer AAML 35 3 0 19 Apr 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 41 29 0 02 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 31 5 0 30 Mar 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 33 29 0 29 Mar 2023
Enhancing General Face Forgery Detection via Vision Transformer with Low-Rank Adaptation Chen Kong Haoliang Li Shiqi Wang ViT CVBM 45 15 0 02 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 42 5 0 12 Dec 2022
Talking Head from Speech Audio using a Pre-trained Image Generator M. M. Alghamdi He Wang A. Bulpitt David C. Hogg 86 21 0 09 Sep 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 36 61 0 06 Apr 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 35 198 0 23 Mar 2022
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 26 0 0 18 Mar 2022
Deepfake Detection for Facial Images with Facemasks D. Ko Sangjun Lee Jin-Yeol Park Saebyeol Shin Do-Soon Hong Simon S. Woo CVBM 35 7 0 23 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 30 80 0 07 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 40 127 0 18 Jan 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 21 30 0 23 Dec 2021
Neural Head Avatars from Monocular RGB Videos Philip-William Grassal Malte Prinzler Titus Leistner Carsten Rother Matthias Nießner Justus Thies 3DH 24 191 0 02 Dec 2021
MToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data Yonghyun Jeong Doyeon Kim Jaehyeon Lee Minki Hong Solbi Hwang Jongwon Choi 28 2 0 06 Oct 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 40 17 0 15 Sep 2021
Identification of Social-Media Platform of Videos through the Use of Shared Features Luca Maiano Irene Amerini L. R. Celsi Aris Anagnostopoulos 36 12 0 08 Sep 2021
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 27 83 0 07 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 46 14 0 07 Sep 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 32 49 0 06 Jul 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 33 86 0 28 May 2021
One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework Shahroz Tariq Sangyup Lee Simon S. Woo AAML 27 70 0 01 May 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 27 166 0 06 Apr 2021
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 48 237 0 16 Mar 2021
Detection and Localization of Facial Expression Manipulations Ghazal Mazaheri Amit K. Roy-Chowdhury AAML 25 28 0 15 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
Deep Video Inpainting Detection Peng Zhou Ning Yu Zuxuan Wu L. Davis Abhinav Shrivastava Ser-Nam Lim 38 18 0 26 Jan 2021
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning Shivangi Aneja C. Bregler Matthias Nießner SSL 66 48 0 15 Jan 2021
Fake Visual Content Detection Using Two-Stream Convolutional Neural Networks B. Yousaf Muhammad Usama Waqas Sultani Arif Mahmood Junaid Qadir 19 8 0 03 Jan 2021
Two-Stage Copy-Move Forgery Detection with Self Deep Matching and Proposal SuperGlue Yaqi Liu Chao Xia Xiaobin Zhu Shengwei Xu 3DPC 21 53 0 16 Dec 2020
Unknown Presentation Attack Detection against Rational Attackers Ali Khodabakhsh Zahid Akhtar AAML 29 4 0 04 Oct 2020
A Convolutional LSTM based Residual Network for Deepfake Video Detection Shahroz Tariq Sangyup Lee Simon S. Woo 24 76 0 16 Sep 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 32 300 0 24 Aug 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 27 45 0 10 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 13 361 0 08 Aug 2020
Toward Reliable Models for Authenticating Multimedia Content: Detecting Resampling Artifacts With Bayesian Neural Networks Anatol Maier Benedikt Lorch Christian Riess AAML 38 17 0 28 Jul 2020
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Shivangi Aneja Matthias Nießner 21 42 0 21 Jun 2020
OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training Eran Segalis Eran Galili 22 16 0 17 Jun 2020
Detecting CNN-Generated Facial Images in Real-World Scenarios Nils Hulzebosch Sarah Ibrahimi M. Worring CVBM 40 77 0 12 May 2020
Fake face detection via adaptive manipulation traces extraction network Zhiqing Guo Gaobo Yang Jiyou Chen Xingming Sun CVBM 24 16 0 11 May 2020
State of the Art on Neural Rendering A. Tewari Ohad Fried Justus Thies Vincent Sitzmann Stephen Lombardi ... Christian Theobalt Maneesh Agrawala Eli Shechtman Dan B. Goldman Michael Zollhöfer 3DH 3DV 39 466 0 08 Apr 2020
Media Forensics and DeepFakes: an overview L. Verdoliva 44 539 0 18 Jan 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
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 26 824 0 31 Dec 2019