Conditional Image Generation

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet 256x256 Guided-Diffusion (10k samples)	DPM-Solver-v3	FID7.23	128	2mo ago
ImageNet 512x512 (val)	MacTok+SiT-XL‡	gFID1.52	92	2mo ago
CIFAR10 (test)	StyleSAN-XL	Fréchet Inception Distance1.36	92	2mo ago
CIFAR-10	CAF + GAN	FID1.39	88	5d ago
ImageNet 64x64 (val)	EDM2-S + Autoguidance	FID1.01	87	2mo ago
ImageNet-1K 256x256 (val)	AliTok-XL	gFID1.28	86	3mo ago
ImageNet 64x64	SiD^2A	FID1.11	75	1mo ago
ImageNet 256x256	ReDi (VAE)	FID4.98	58	22d ago
ImageNet 256px 2012 (val)	SiT-XL/2+REPA-E	FID1.12	50	3mo ago
ImageNet 256x256 (val)	MaskBit	Inception Score328.6	45	2mo ago
CIFAR-10 class-conditional	DDO	FID1.3	29	3mo ago
CLEVR	RRR	Accuracy98	25	9d ago
MS-COCO 512 x 512 1.5	DyWeight	FID11.54	24	2mo ago
ImageNet 256x256 (train/val)	LDM-4	Tok. rFID0.27	24	3mo ago
ImageNet 256x256 1.0 (train val)	SiT-XL/2 + REPA	FID1.42	23	3mo ago
CIFAR-10 conditional	SiD2A+ EL	FID1.38	19	1mo ago
ImageNet 256x256 CFG=1.5 1K (val)		IS241.18	18	3mo ago
CelebA-HQ Gender+Hair	Spectral Guidance	Accuracy88.3	15	5d ago
CelebA-HQ Gender+Age	NA-RFM	Accuracy96	15	5d ago
ImageNet 256	SiT-XL/2 + MG	FID1.34	14	3mo ago
CIFAR-10 32x32 (test)	CAF + GAN	FID1.39	14	3mo ago
ImageNet 1K 256x256 CFG=4.0 (val)		Inception Score (IS)478.35	13	3mo ago
CIFAR-10	SiD + N^2CE (M=50)	FID-C1.39	12	1mo ago
Steering Angle 128x128 (test)	iCCDM	SFID0.742	10	3mo ago
UTKFace 128x128 (test)	SD 3 Medium	SFID1.582	10	3mo ago

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