One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework

1 May 2021

Papers citing "One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework"

23 / 23 papers shown

Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes Sridha Sridharan Simon Denman 43 0 0 08 May 2025
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints Inzamamul Alam Muhammad Shahid Muneer Simon Woo 34 2 0 12 Sep 2024
Exploring the Impact of Moire Pattern on Deepfake Detectors Razaib Tariq Shahroz Tariq Simon S. Woo 32 0 0 15 Jul 2024
Deepfake Detection and the Impact of Limited Computing Capabilities Paloma Cantero-Arjona Alfonso Sánchez-Macián 33 2 0 08 Feb 2024
Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection Decheng Liu Tao Chen Chunlei Peng Nannan Wang R. Hu Xinbo Gao CVBM 36 2 0 21 Jul 2023
LEAT: Towards Robust Deepfake Disruption in Real-World Scenarios via Latent Ensemble Attack Joonkyo Shim H. Yoon DiffM AAML 19 2 0 04 Jul 2023
Machine Learning in Digital Forensics: A Systematic Literature Review Tahereh Nayerifard Haleh Amintoosi A. G. Bafghi Ali Dehghantanha AAML 35 6 0 08 Jun 2023
Building an Invisible Shield for Your Portrait against Deepfakes Jiazhi Guan Tianshu Hu Hang Zhou Zhizhi Guo Lirui Deng Chengbin Quan Errui Ding Youjian Zhao PICV 29 4 0 22 May 2023
Deepfake in the Metaverse: Security Implications for Virtual Gaming, Meetings, and Offices Shahroz Tariq A. Abuadbba Kristen Moore 18 22 0 26 Mar 2023
Feature Extraction Matters More: Universal Deepfake Disruption through Attacking Ensemble Feature Extractors Long Tang Dengpan Ye Zhenhao Lu Yunming Zhang Shengshan Hu Yue Xu Chuanxi Chen AAML 42 9 0 01 Mar 2023
Why Do Facial Deepfake Detectors Fail? B. Le Shahroz Tariq A. Abuadbba Kristen Moore Simon S. Woo AAML 35 11 0 25 Feb 2023
Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability Shahroz Tariq B. Le Simon S. Woo AAML AI4TS 23 3 0 24 Aug 2022
Using Deep Learning to Detecting Deepfakes Jacob Mallet Rushit Dave Naeem Seliya Mounika Vanamala 30 18 0 27 Jul 2022
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild Spyridon Baxevanakis Giorgos Kordopatis-Zilos Panagiotis Galopoulos Lazaros Apostolidis Killian Levacher Ipek B. Schlicht Denis Teyssou I. Kompatsiaris Symeon Papadopoulos 42 8 0 27 Apr 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
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 23 83 0 07 Sep 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 36 186 0 11 Aug 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 31 86 0 28 May 2021
CMUA-Watermark: A Cross-Model Universal Adversarial Watermark for Combating Deepfakes Hao Huang Yongtao Wang Zhaoyu Chen Yuze Zhang Yuheng Li Zhi Tang Wei Chu Jingdong Chen Weisi Lin K. Ma AAML 72 90 0 23 May 2021
TAR: Generalized Forensic Framework to Detect Deepfakes using Weakly Supervised Learning Sangyup Lee Shahroz Tariq Junyaup Kim Simon S. Woo 32 36 0 13 May 2021
Am I a Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs under Deepfake Impersonation Attack Shahroz Tariq Sowon Jeon Simon S. Woo 32 25 0 01 Mar 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 239 7,916 0 13 Jun 2015