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FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and
  Representation Learning

FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning

28 May 2021
Minhan Kim
Shahroz Tariq
Simon S. Woo
ArXivPDFHTML

Papers citing "FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning"

16 / 16 papers shown
Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection
Tharindu Fernando
Clinton Fookes
S. Sridharan
Simon Denman
41
0
0
08 May 2025
VRM: Knowledge Distillation via Virtual Relation Matching
VRM: Knowledge Distillation via Virtual Relation Matching
W. Zhang
Fei Xie
Weidong Cai
Chao Ma
71
0
0
28 Feb 2025
Controllable Guide-Space for Generalizable Face Forgery Detection
Controllable Guide-Space for Generalizable Face Forgery Detection
Yingjie Guo
Cheng Zhen
Pengfei Yan
CVBM
AAML
26
20
0
26 Jul 2023
Assessment Framework for Deepfake Detection in Real-world Situations
Assessment Framework for Deepfake Detection in Real-world Situations
Yuhang Lu
Touradj Ebrahimi
CVBM
19
17
0
12 Apr 2023
Deepfake in the Metaverse: Security Implications for Virtual Gaming,
  Meetings, and Offices
Deepfake in the Metaverse: Security Implications for Virtual Gaming, Meetings, and Offices
Shahroz Tariq
A. Abuadbba
Kristen Moore
16
22
0
26 Mar 2023
Fighting Malicious Media Data: A Survey on Tampering Detection and
  Deepfake Detection
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
30
5
0
12 Dec 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection
Yan Ju
Shan Jia
Jia Cai
Haiying Guan
Siwei Lyu
CVBM
39
24
0
16 Nov 2022
Quantitative Metrics for Evaluating Explanations of Video DeepFake
  Detectors
Quantitative Metrics for Evaluating Explanations of Video DeepFake Detectors
Federico Baldassarre
Quentin Debard
Gonzalo Fiz Pontiveros
Tri Kurniawan Wijaya
36
4
0
07 Oct 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in
  VIS and NIR Scenario
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario
Yukai Wang
Chunlei Peng
Decheng Liu
N. Wang
Xinbo Gao
39
14
0
05 Jul 2022
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and
  Deploying in the Wild
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
30
8
0
27 Apr 2022
Model Attribution of Face-swap Deepfake Videos
Model Attribution of Face-swap Deepfake Videos
Shan Jia
Xin Li
Siwei Lyu
CVBM
16
24
0
25 Feb 2022
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal
  and Multimodal Detectors
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
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Hasam Khalid
Shahroz Tariq
Minha Kim
Simon S. Woo
29
183
0
11 Aug 2021
CoReD: Generalizing Fake Media Detection with Continual Representation
  using Distillation
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation
Minhan Kim
Shahroz Tariq
Simon S. Woo
CLL
11
48
0
06 Jul 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
Yuezun Li
Xin Yang
Pu Sun
H. Qi
Siwei Lyu
135
1,043
0
27 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
262
10,344
0
12 Dec 2018
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