DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection

9 January 2020

Papers citing "DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection"

50 / 188 papers shown

Title
Artificial Intelligence Security Competition (AISC) Yinpeng Dong Peng Chen Senyou Deng L. Lianji Yi Sun ... Zhichao Cui G. Liu Huafeng Shi K. Hu Meng Zhang 17 0 0 07 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection Gil Knafo Ohad Fried 11 5 0 01 Dec 2022
VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic Traces T. D. Nguyen Shengbang Fang Matthew C. Stamm 20 10 0 28 Nov 2022
SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Nicolas Larue Ngoc-Son Vu Vitomir Štruc Peter Peer V. Christophides AAML 22 27 0 21 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 15 16 0 20 Nov 2022
Generalizable Deepfake Detection with Phase-Based Motion Analysis Ekta Prashnani Michael Goebel B. S. Manjunath 11 3 0 17 Nov 2022
Exploring Spatial-Temporal Features for Deepfake Detection and Localization Haiwei Wu Jiantao Zhou Shile Zhang Jinyu Tian 37 4 0 28 Oct 2022
FedForgery: Generalized Face Forgery Detection with Residual Federated Learning Decheng Liu Zhan Dang Chunlei Peng Yu Zheng Shuang Li N. Wang Xinbo Gao FedML 15 30 0 18 Oct 2022
Domain Generalization -- A Causal Perspective Paras Sheth Raha Moraffah K. S. Candan A. Raglin Huan Liu CML OOD 40 17 0 30 Sep 2022
Digital and Physical Face Attacks: Reviewing and One Step Further Chen Kong Shiqi Wang Haoliang Li AAML 53 23 0 29 Sep 2022
StyleSwap: Style-Based Generator Empowers Robust Face Swapping Zhi-liang Xu Hang Zhou Zhibin Hong Ziwei Liu Jiaming Liu Zhizhi Guo Junyu Han Jingtuo Liu Errui Ding Jingdong Wang CVBM 16 45 0 27 Sep 2022
Deep Convolutional Pooling Transformer for Deepfake Detection Tianyi Wang Harry Cheng Kam-pui Chow Liqiang Nie ViT 16 65 0 12 Sep 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 14 11 0 21 Aug 2022
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases Ying Xu Philipp Terhörst Kiran Raja Marius Pedersen 31 13 0 11 Aug 2022
Video Manipulations Beyond Faces: A Dataset with Human-Machine Analysis Trisha Mittal Ritwik Sinha Viswanathan Swaminathan John Collomosse Dinesh Manocha 12 9 0 26 Jul 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Mingming Gong Errui Ding Jingdong Wang Youjian Zhao 16 10 0 21 Jul 2022
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detection Aakash Varma Nadimpalli A. Rattani 25 31 0 21 Jul 2022
Delving into Sequential Patches for Deepfake Detection Jiazhi Guan Hang Zhou Zhibin Hong Errui Ding Jingdong Wang Chengbin Quan Youjian Zhao ViT 18 58 0 06 Jul 2022
Detecting and Recovering Sequential DeepFake Manipulation Rui Shao Tianxing Wu Ziwei Liu AAML 6 38 0 05 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario Yukai Wang Chunlei Peng Decheng Liu N. Wang Xinbo Gao 26 14 0 05 Jul 2022
DFGC 2022: The Second DeepFake Game Competition Bo Peng Wei Xiang Yue Jiang Wei Wang Jing Dong Zhen Sun Zhen Lei Siwei Lyu 17 10 0 30 Jun 2022
Cross-Forgery Analysis of Vision Transformers and CNNs for Deepfake Image Detection D. Coccomini R. Caldelli Fabrizio Falchi Claudio Gennaro Giuseppe Amato ViT 50 29 0 28 Jun 2022
Delving into High-Quality Synthetic Face Occlusion Segmentation Datasets Kenny T. R. Voo Liming Jiang Chen Change Loy CVBM 17 18 0 12 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 10 48 0 11 May 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 15 287 0 18 Apr 2022
Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization Zhixi Cai Kalin Stefanov Abhinav Dhall Munawar Hayat 18 3 0 13 Apr 2022
Few-shot Forgery Detection via Guided Adversarial Interpolation Haonan Qiu Siyu Chen Bei Gan Kunze Wang Huafeng Shi Jing Shao Ziwei Liu AAML 8 6 0 12 Apr 2022
On Improving Cross-dataset Generalization of Deepfake Detectors Aakash Varma Nadimpalli A. Rattani CVBM 20 41 0 08 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 24 192 0 23 Mar 2022
A New Approach to Improve Learning-based Deepfake Detection in Realistic Conditions Yuhang Lu Touradj Ebrahimi 23 4 0 22 Mar 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 12 0 0 22 Mar 2022
Towards Benchmarking and Evaluating Deepfake Detection Chenhao Lin Jingyi Deng Peng Hu Chao Shen Qianqian Wang Qi Li 10 12 0 04 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 19 117 0 02 Mar 2022
Self-supervised Transformer for Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Weiming Zhang Nenghai Yu ViT 9 34 0 02 Mar 2022
Model Attribution of Face-swap Deepfake Videos Shan Jia Xin Li Siwei Lyu CVBM 6 24 0 25 Feb 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 17 7 0 13 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 25 51 0 12 Feb 2022
Block shuffling learning for Deepfake Detection Sitong Liu Z. Lian Siqi Gu Liang Xiao AAML 23 8 0 06 Feb 2022
Crowd-powered Face Manipulation Detection: Fusing Human Examiner Decisions Christian Rathgeb Robert Nichols M. Ibsen P. Drozdowski Christoph Busch CVBM 29 7 0 31 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 22 123 0 18 Jan 2022
Trusted Media Challenge Dataset and User Study Weiling Chen Sheng Lun Benjamin Chua Stefan Winkler See-Kiong Ng 9 8 0 13 Jan 2022
Impact of Benign Modifications on Discriminative Performance of Deepfake Detectors Yuhang Lu Evgeniy Upenik Touradj Ebrahimi AAML 23 0 0 14 Nov 2021
Geo-DefakeHop: High-Performance Geographic Fake Image Detection Hong-Shuo Chen Kaitai Zhang Shuowen Hu Suya You C.-C. Jay Kuo 19 13 0 19 Oct 2021
MC-LCR: Multi-modal contrastive classification by locally correlated representations for effective face forgery detection Gaojian Wang Qian Jiang Xin Jin Wei Li Xiaohui Cui CVBM 12 25 0 07 Oct 2021
Causal Representation Learning for Context-Aware Face Transfer Gege Gao Huaibo Huang Chaoyou Fu R. He CVBM 16 0 0 04 Oct 2021
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 18 81 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 22 12 0 07 Sep 2021
BioFors: A Large Biomedical Image Forensics Dataset Ekraam Sabir Soumyaroop Nandi Wael AbdAlmageed Premkumar Natarajan 17 10 0 30 Aug 2021
DeepFake MNIST+: A DeepFake Facial Animation Dataset Jiajun Huang Xueyu Wang Bo Du Pei Du Chang Xu 3DH 19 18 0 18 Aug 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 9 209 0 15 Aug 2021