ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection

6 December 2018

Matthias Nießner

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

50 / 51 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 51 0 0 02 May 2025
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 35 7 0 28 Jun 2024
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 26 74 0 30 Nov 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 24 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 37 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 29 5 0 30 Mar 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 28 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 42 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 37 5 0 12 Dec 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 30 60 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 33 197 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
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 24 80 0 07 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 32 126 0 18 Jan 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 16 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 22 191 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 20 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 28 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 23 82 0 07 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain E. Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 43 14 0 07 Sep 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 32 48 0 06 Jul 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 26 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 19 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 22 166 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 34 237 0 16 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing-Wu Guo Lei Ma Yang Liu AAML 33 130 0 27 Feb 2021
Deep Video Inpainting Detection Peng Zhou Ning Yu Zuxuan Wu L. Davis Abhinav Shrivastava Ser-Nam Lim 27 18 0 26 Jan 2021
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning Shivangi Aneja C. Bregler Matthias Nießner SSL 58 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 17 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 52 0 16 Dec 2020
Unknown Presentation Attack Detection against Rational Attackers Ali Khodabakhsh Zahid Akhtar AAML 26 4 0 04 Oct 2020
A Convolutional LSTM based Residual Network for Deepfake Video Detection Shahroz Tariq Sangyup Lee Simon S. Woo 19 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 30 300 0 24 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 13 360 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 15 16 0 17 Jun 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
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 45 775 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 15 823 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 16 940 0 23 Dec 2019
Incremental learning for the detection and classification of GAN-generated images Francesco Marra Cristiano Saltori G. Boato Luisa Verdoliva 21 129 0 03 Oct 2019
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Viet Quoc Pham Cu Nguyen 28 433 0 25 Sep 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos H. Nguyen Fuming Fang Junichi Yamagishi Isao Echizen AAML CVBM 26 424 0 17 Jun 2019
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos Ekraam Sabir Jiaxin Cheng Ayush Jaiswal Wael AbdAlmageed I. Masi Premkumar Natarajan AAML CVBM 16 451 0 02 May 2019
On the generalization of GAN image forensics Xinsheng Xuan Bo Peng Wei Wang Jing Dong CVBM 9 141 0 27 Feb 2019
CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning Yisroel Mirsky Tom Mahler I. Shelef Yuval Elovici MedIm 22 193 0 11 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 282 10,354 0 12 Dec 2018
Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints Ning Yu Larry S. Davis Mario Fritz 21 3 0 20 Nov 2018