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Forgery Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DiFF T2I (test)	RCDN	Accuracy99.8	30	4d ago
DiFF I2I (test)	RCDN	Accuracy99.7	30	4d ago
DiFF Cross-domain Average (test)	RCDN	Cross-domain Avg Acc94.78	24	1mo ago
MedForge Real Forgery (In-Domain) 90K	MedForge-Reasoner	Accuracy99.24	18	29d ago
FakeVLM and FakeShield Forgery Detection Suites		Accuracy (FakeClue)98.6	16	1mo ago
DiFF FE (test)	RCDN	Accuracy89.75	16	1mo ago
FairFD benchmark	Synergistic Fairness Optimization framework (Ours)	DPD0.0159	14	1mo ago
UniversalFakeDetect (test)	CNN-Spot	ProGAN100	12	1mo ago
SID-Set	IFDL-VLM	Real Accuracy99.8	11	1mo ago
MMFR-Dataset	FreqNet	SD Score99.3	11	1mo ago
CAISA 78 (test)	ObjectFormer	AUC0.882	10	1mo ago
IMD20 79 (test)	TransForensics	AUC0.848	10	1mo ago
MedForge-90K Remove Forgery Cross-Model	MedForge-Reasoner	Accuracy94.09	9	29d ago
MedForge-90K Remove Forgery Cross-Forgery	MedForge-Reasoner	Accuracy99.15	9	29d ago
MedForge-90K Remove Forgery (In-Domain)	MedForge-Reasoner	Accuracy99.21	9	29d ago
MedForge-90K Implant Forgery Cross-Model	MedForge-Reasoner	Accuracy94.86	9	29d ago
MedForge-90K Implant Forgery Cross-Forgery	MedForge-Reasoner	Accuracy93.39	9	29d ago
MedForge Real Forgery Cross-Model 90K	MedForge-Reasoner	Accuracy92.86	9	29d ago
MedForge-90K Real Forgery Cross-Forgery	MedForge-Reasoner	Accuracy95.24	9	29d ago
So-Fake OOD (test)	FGTS	Accuracy87.5	9	1mo ago
FaceForensics++ Average HQ (test)	LipForensics	AUC (Video-level)97.1	8	1mo ago
FaceForensics++ NeuralTextures HQ (test)	LipForensics	AUC (Video-level)99.3	8	1mo ago
FaceForensics++ Face2Face HQ (test)	LipForensics	Video-level AUC99.7	8	1mo ago
FaceForensics++ FaceSwap HQ (test)	Face X-ray	AUC (Video-level)93.2	8	1mo ago
CASIA 1.0	FOCUS	F1 Score0.892	8	1mo ago

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