Forgery Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DiFF T2I (test)	RCDN	Accuracy99.8	30	3mo ago
DiFF I2I (test)	RCDN	Accuracy99.7	30	3mo ago
DiFF Cross-domain Average (test)	RCDN	Cross-domain Avg Acc94.78	24	4mo ago
Celeb-DF v2	LFWL	AUC0.7651	22	1mo ago
DFDCP	RNet34	AUC94.11	22	1mo ago
MedForge Real Forgery (In-Domain) 90K	MedForge-Reasoner	Accuracy99.24	18	4mo ago
CASIA V2.0	GPT-5	Accuracy81	17	1mo ago
FakeVLM and FakeShield Forgery Detection Suites		Accuracy (FakeClue)98.6	16	4mo ago
DiFF FE (test)	RCDN	Accuracy89.75	16	4mo ago
FairFD benchmark	Synergistic Fairness Optimization framework (Ours)	DPD0.0159	14	4mo ago
UniversalFakeDetect (test)	CNN-Spot	ProGAN100	12	4mo ago
Celeb-DF v1	LFWS	AUC0.7875	11	1mo ago
DeepFakeDetection (DFD)	EfficientNet-B4	AUC85.35	11	1mo ago
FaceShifter	SPSL	AUC0.6629	11	1mo ago
DFD	SRM	AUC78.12	11	1mo ago
Imagen3 Diffusion-based	SEF	Balanced Accuracy92.3	11	2mo ago
FLUX1 Diffusion-based (dev)	DDA	Balanced Accuracy93	11	2mo ago
DALLE-3 Diffusion-based	DDA	Balanced Accuracy94.9	11	2mo ago
SD3	DDA	Balanced Accuracy97.7	11	2mo ago
Midjourney Diffusion-based V6	DDA	Balanced Accuracy96.6	11	2mo ago
SD-XL Diffusion-based	DDA	Balanced Accuracy97.8	11	2mo ago
GLIDE Diffusion-based	AIDE	Balanced Accuracy94.3	11	2mo ago
ADM Diffusion-based	AIDE	Balanced Accuracy99.6	11	2mo ago
VQDM Diffusion-based	AIDE	Balanced Accuracy0.999	11	2mo ago
StyleSwim GAN-based	FatFormer	Balanced Accuracy93.9	11	2mo ago

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