الرئيسية الأخبار الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Image Generation On Celeba Hq 256X256

المقاييس

FID

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	FID	Paper Title	Repository
LFM	5.26	Flow Matching in Latent Space	-
DC-VAE	15.81	Dual Contradistinctive Generative Autoencoder	-
UNCSN++ (RVE) + ST	7.16	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation	-
VAEBM	20.38	VAEBM: A Symbiosis between Variational Autoencoders and Energy-based Models	-
RDUOT	5.6	A High-Quality Robust Diffusion Framework for Corrupted Dataset	-
DDGAN	7.64	Tackling the Generative Learning Trilemma with Denoising Diffusion GANs	-
WaveDiff	5.94	Wavelet Diffusion Models are fast and scalable Image Generators	-
LDM-4	5.11	High-Resolution Image Synthesis with Latent Diffusion Models	-
DDMI	8.73	DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations	-
VQGAN+Transformer	10.2	Taming Transformers for High-Resolution Image Synthesis	-
BOSS	-	Bellman Optimal Stepsize Straightening of Flow-Matching Models	-
RDM	3.15	Relay Diffusion: Unifying diffusion process across resolutions for image synthesis	-
Dual-MCMC EBM	15.89	Learning Energy-based Model via Dual-MCMC Teaching	-
StyleSwin	3.25	StyleSwin: Transformer-based GAN for High-resolution Image Generation	-
LSGM	7.22	Score-based Generative Modeling in Latent Space	-
Joint-EBM	9.89	Learning Joint Latent Space EBM Prior Model for Multi-layer Generator	-
RNODE	-	How to train your neural ODE: the world of Jacobian and kinetic regularization
Diffusion-JEBM	8.78	Learning Latent Space Hierarchical EBM Diffusion Models	-
GLOW	68.93	Glow: Generative Flow with Invertible 1x1 Convolutions	-

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