Class-conditional image synthesis

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet 256x256 (val)	Momentum Guidance	FID1.6	61	3mo ago
Tiny ImageNet (train test)	BigGAN	FID17.82	60	3mo ago
ImageNet	DiT-XL/2	Inception Score278.2	25	3mo ago
ImageNet	APQ-DM	FID11.58	13	3mo ago
ImageNet 256x256	VDM++	FID2.4	11	2mo ago
ImageNet 256x256 1.0 (val)	MaskGIT	FID6.18	8	3mo ago
ImageNet 256x256 (train test)	SiT-XL/2 + REPA	FID1.96	6	1mo ago
LSUN Rooms Kitchen 128x128	DSS-GAN	FID23.32	6	2mo ago
LSUN Rooms 128x128 Bedroom	DSS-GAN	FID21.39	6	2mo ago
LSUN Rooms 128x128 (Global)	DSS-GAN	FID17.79	6	2mo ago
ImageNet 512x512 1.0 (val)	MaskGIT	FID7.32	4	3mo ago
COCO-Animals 50k synthetic evaluation 128x128 (train test)	U-Net GAN	FID13.73	4	3mo ago
ImageNet 256x256 (test)	MaskGIT	FID4.02	3	3mo ago
ImageNet 512x512 (test)	MaskGIT	FID4.46	2	3mo ago
CIFAR-100 (10% data)	APA	FID45.794	2	3mo ago
CIFAR-100 (20% data)	APA	FID23.506	2	3mo ago
CIFAR-100 (full data)	APA	FID11.429	2	3mo ago
CIFAR-10 (10% data)	APA	FID25.987	2	3mo ago
CIFAR-10 (20% data)	APA	FID15.316	2	3mo ago
CIFAR-10 (full data)	APA	FID8.283	2	3mo ago
LSUN bedroom (test)	LooC-VAE	FID17.52	1	3mo ago
LSUN churches (test)	LooC-VAE	FID15.17	1	3mo ago
ImageNet (test)	LooC-VAE	FID46.78	1	3mo ago

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