Forgery Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DiFF T2I (test)	RCDN	Accuracy99.8	30	1mo ago
DiFF I2I (test)	RCDN	Accuracy99.7	30	1mo ago
DiFF Cross-domain Average (test)	RCDN	Cross-domain Avg Acc94.78	24	3mo ago
Celeb-DF v2	LFWL	AUC0.7651	22	5d ago
DFDCP	RNet34	AUC94.11	22	5d ago
MedForge Real Forgery (In-Domain) 90K	MedForge-Reasoner	Accuracy99.24	18	2mo ago
FakeVLM and FakeShield Forgery Detection Suites		Accuracy (FakeClue)98.6	16	2mo ago
DiFF FE (test)	RCDN	Accuracy89.75	16	3mo ago
FairFD benchmark	Synergistic Fairness Optimization framework (Ours)	DPD0.0159	14	3mo ago
UniversalFakeDetect (test)	CNN-Spot	ProGAN100	12	3mo ago
Celeb-DF v1	LFWS	AUC0.7875	11	5d ago
DeepFakeDetection (DFD)	EfficientNet-B4	AUC85.35	11	5d ago
FaceShifter	SPSL	AUC0.6629	11	5d ago
DFD	SRM	AUC78.12	11	5d ago
Imagen3 Diffusion-based	SEF	Balanced Accuracy92.3	11	19d ago
FLUX1 Diffusion-based (dev)	DDA	Balanced Accuracy93	11	19d ago
DALLE-3 Diffusion-based	DDA	Balanced Accuracy94.9	11	19d ago
SD3	DDA	Balanced Accuracy97.7	11	19d ago
Midjourney Diffusion-based V6	DDA	Balanced Accuracy96.6	11	19d ago
SD-XL Diffusion-based	DDA	Balanced Accuracy97.8	11	19d ago
GLIDE Diffusion-based	AIDE	Balanced Accuracy94.3	11	19d ago
ADM Diffusion-based	AIDE	Balanced Accuracy99.6	11	19d ago
VQDM Diffusion-based	AIDE	Balanced Accuracy0.999	11	19d ago
StyleSwim GAN-based	FatFormer	Balanced Accuracy93.9	11	19d ago
StyleGAN 3	SEF	Balanced Accuracy95	11	19d ago

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