Fake Image Detection

Benchmarks

Dataset Name	SOTA Method	Metric
UniversalFakeDetect (test)	UniFD	Pro-GAN Detection Rate100	52	13d ago
GAN-trained Generalization Evaluation Suite (test)	FreDect	ProGAN Score100	21	1mo ago
Diffusion	CoDA	Accuracy95.3	20	8d ago
HPE-Bench 1.0 (Overall)	Ours	Accuracy95.5	19	3mo ago
HPE-Bench Text2LIVE 1.0	Ours	Acc94.74	19	3mo ago
UniversalFakeDetect	NPR	mAcc94.6	14	1mo ago
UniversalFakeDetect Mean	Ours	Accuracy96.4	13	3mo ago
UniversalFakeDetect DALLE	FatFormer	Accuracy98.8	13	3mo ago
UniversalFakeDetect LDM_200_cfg	Ours	Accuracy98.9	13	3mo ago
UniversalFakeDetect LDM_200	Ours	Accuracy99.5	13	3mo ago
UniversalFakeDetect LDM_100	Ours	Accuracy99.4	13	3mo ago
UniversalFakeDetect Glide_100_27	Ladeda	Accuracy98.5	13	3mo ago
UniversalFakeDetect Glide_100_10	Ladeda	Accuracy98.2	13	3mo ago
UniversalFakeDetect Guided	Ours	Accuracy95.2	13	3mo ago
AIGCDetectBench (test)	Ladeda	Reference Accuracy99.8	12	2mo ago
AIGC Dataset	CNNSpot	ProGAN (Training)100	12	3mo ago
Synthbuster LlamaGen	Ours_super-res_3.3	Accuracy99.9	12	3mo ago
Synthbuster Emu3	Ours_super-res_3.3	Accuracy99.9	12	3mo ago
Synthbuster Glide	Ours_vae_1.1	Accuracy0.9885	12	3mo ago
Synthbuster DALL-E 3	Ours_vq_2.2	Accuracy99.85	12	3mo ago
Synthbuster DALL-E 2	Ours_vq_2.2	Accuracy99.8	12	3mo ago
SD 3.5	Ours_vae_1.1	Accuracy99.96	12	3mo ago
Flux (dev)	Ours_super-res_3.3	Accuracy99.89	12	3mo ago
Synthbuster SD XL	Ours_super-res_3.3	Accuracy0.999	12	3mo ago
Synthbuster SD 1.4 (test)	Ours_vq_2.2	Accuracy99.85	12	3mo ago

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