LSUN

Benchmarks

Task Name	Dataset Name	SOTA Result
Black-box Attack	LSUN	ASR99.9	189
Image Generation	LSUN church	FID1.44	117
Image Generation	LSUN Bedroom	FID1.19	105
Unconditional Image Generation	LSUN Bedrooms unconditional	FID1.44	96
Image Generation	LSUN Church-Outdoor unconditional (test)	FID5.84	75
Image Generation	LSUN Bedroom 256x256 (test)	FID1.88	73
Unconditional Image Generation	LSUN Bedroom 256x256	FID2.35	68
Image Generation	LSUN Bedroom v1 (test)	FID4.87	56
Image Generation	LSUN bedroom	FID1.52	56
Image Generation	LSUN Church v1 (test)	FID3.56	55
Image Generation	LSUN Church 256x256 (test)	FID1.9	55
Unconditional generation	LSUN Bedroom 256x256 (test)	FID3.45	42
Image Compression	LSUN (test)	FID5.8	36
Denoising	LSUN Bed + Cat Average (val)	PSNR34.7	30
Out-of-Distribution Detection	LSUN	AUROC0.975	30
Semantic Editing	LSUN Church	CLIP-Score0.226	28
Image Generation	LSUN Bedroom latent (test)	FID4.48	25
Image Generation	LSUN Churches 256x256	FID1.59	23
Image Inpainting	LSUN Bedroom (test)	FID19.2	21
Image Generation	LSUN-Bedroom 50k samples (test)	FID3.05	21
AI-generated image detection	LSUN Bedroom (test)	Accuracy100	20
Image Generation	LSUN Bedrooms 256x256 (val)	FID1.9	20
Image Generation	LSUN 256x256 latent-space	FID3.81	18
Unconditional image generation	LSUN Church	Inception Score (IS)2.84	18
Unconditional image generation	LSUN Churches 256 x 256	FID4.01	18

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