Image Generation on LSUN Bedroom 256 x 256

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FID 낮을수록 좋음

Rank	Model	FID	FD	Precision	Recall	FID-10k-training-steps	NFE	Paper	Code	Year
1	Diffusion ProjectedGAN	1.43	–	–	–	–	–	Diffusion-GAN: Training GANs with Diffusion	Zhendong-Wang/Diffusion-GAN · zhendong-wang/prompt-diffusion · mingyuanzhou/sid-lsg · +1	2022
2	Projected GAN	1.52	–	–	–	1.52	–	Projected GANs Converge Faster	autonomousvision/projected_gan · dome272/ProjectedGAN-pytorch · tsubota-kouga/ProjectedGAN	2021
3	TDPM+ (TTrunc=99)	1.88	–	–	–	–	100	Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders	jegzheng/truncated-diffusion-probabilistic-models	2022
4	ADM (dropout)	1.90	–	–	–	–	–	Diffusion Models Beat GANs on Image Synthesis	openai/guided-diffusion · Janspiry/Palette-Image-to-Image-Diffusion-Models · clu0/unet.cu · +18	2021
5	StyleGAN	2.56	–	–	–	–	–
6	Patch Diffusion	2.75	–	–	–	–	–
7	Unleashing Transformers	3.64	–	–	–	–	–	Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes	samb-t/unleashing-transformers · samb-t/x2ct-vqvae · Arktis2022/mini-vq-discrete-absorbing-diffusion	2021
8	Diffusion StyleGAN2	3.65	–	–	–	–	–	Diffusion-GAN: Training GANs with Diffusion	Zhendong-Wang/Diffusion-GAN · zhendong-wang/prompt-diffusion · mingyuanzhou/sid-lsg · +1	2022
9	iDDPM	4.54	–	–	–	–	–
10	UDM (RVE) + ST	4.57	–	–	–	–	–	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation	Kim-Dongjun/Soft-Truncation	2021
11	Denoising Diffusion Probabilistic Model (large)	4.9	–	–	–	–	–	Denoising Diffusion Probabilistic Models	labmlai/annotated_deep_learning_paper_implementations · lucidrains/denoising-diffusion-pytorch · lucidrains/imagen-pytorch · +67	2020
12	LFM	4.92	–	–	–	–	–	Flow Matching in Latent Space	vinairesearch/lfm	2023
13	PNDM	5.68	–	–	–	–	–	Pseudo Numerical Methods for Diffusion Models on Manifolds	sanster/lama-cleaner · compvis/latent-diffusion · MoonInTheRiver/DiffSinger · +6	2022
14	Denoising Diffusion Probabilistic Model	6.36	–	–	–	–	–	Denoising Diffusion Probabilistic Models	labmlai/annotated_deep_learning_paper_implementations · lucidrains/denoising-diffusion-pytorch · lucidrains/imagen-pytorch · +67	2020
15	PG-SWGAN	8.0	–	–	–	–	–	Sliced Wasserstein Generative Models	musikisomorphie/swd	2019
16	Consistency	8.27	–	–	–	–	–
17	PGGAN	8.34	–	–	–	–	–	Progressive Growing of GANs for Improved Quality, Stability, and Variation	tkarras/progressive_growing_of_gans · open-mmlab/mmgeneration · facebookresearch/pytorch_GAN_zoo · +112	2017
18	SS-GAN (sBN)	13.3	–	–	–	–	–	Self-Supervised GANs via Auxiliary Rotation Loss	google/compare_gan · vandit15/Self-Supervised-Gans-Pytorch · zhangqianhui/Self-Supervised-GANs · +1	2018
19	StackGAN-v2	35.61	–	–	–	–	–	StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · taoxugit/AttnGAN · hanzhanggit/StackGAN-v2 · +13	2017
20	ADM (dropout, DINOv2)	–	59.64	0.85	0.75	–	–	Diffusion Models Beat GANs on Image Synthesis	openai/guided-diffusion · Janspiry/Palette-Image-to-Image-Diffusion-Models · clu0/unet.cu · +18	2021