DeepFake Detection on FakeAVCeleb

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	FACTOR	96.8	No	Detecting Deepfakes Without Seeing Any	2023-11-02	Code
2	RealForensics	95.3	No	Leveraging Real Talking Faces via Self-Supervisi...	2022-01-18	Code
3	AVAD	94.2	No	Self-Supervised Video Forensics by Audio-Visual ...	2023-01-04	Code
4	FTCN	92.3	No	Exploring Temporal Coherence for More General Vi...	2021-08-15	Code
5	LipForensics	89.4	No	Lips Don't Lie: A Generalisable and Robust Appro...	2020-12-14	Code
6	AD DFD	88.8	No	-	-	-
7	Xception	84.8	No	FaceForensics++: Learning to Detect Manipulated ...	2019-01-25	Code
8	AVBYOL	73.9	No	Leveraging Real Talking Faces via Self-Supervisi...	2022-01-18	Code
9	VQGAN	55	No	Taming Transformers for High-Resolution Image Sy...	2020-12-17	Code

#1FACTORSOTA
96.8
AP· 2023-11-02
Detecting Deepfakes Without Seeing Any Code
#2RealForensicsSOTA
95.3
AP· 2022-01-18
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection Code
#3AVAD
94.2
AP· 2023-01-04
Self-Supervised Video Forensics by Audio-Visual Anomaly Detection Code
#4FTCNSOTA
92.3
AP· 2021-08-15
Exploring Temporal Coherence for More General Video Face Forgery Detection Code
#5LipForensicsSOTA
89.4
AP· 2020-12-14
Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection Code
#6AD DFD
88.8
AP
No paper
#7XceptionSOTA
84.8
AP· 2019-01-25
FaceForensics++: Learning to Detect Manipulated Facial Images Code
#8AVBYOL
73.9
AP· 2022-01-18
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection Code
#9VQGAN
55
AP· 2020-12-17
Taming Transformers for High-Resolution Image Synthesis Code