Expired80% confidenceFactExact time
Stable Diffusion performs the denoising diffusion process in a compressed latent space rather than pixel space, significantly reducing computational resource requirements.
9
Sources
80%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
Stable Diffusion Local Deployment Guide: Free Unlimited AI Image Generation
bilibiliAI幻画师6/1/2026
Related Claims
VerifiedStable Diffusion compresses the diffusion process from pixel space to latent space, implemented by a Variational Autoencoder (VAE).78% similarUnverifiedLatent diffusion models significantly reduce computational costs by performing the diffusion process in a low-dimensional latent space rather than pixel space.76% similarUnverifiedThe Latent Diffusion Model open-sourced by Stability AI moved the diffusion process into a low-dimensional latent space, reducing computational costs by an order of magnitude and giving rise to Stable Diffusion.75% similarUnverifiedLTX 系列采用 Latent Diffusion 范式，在压缩后的潜空间中进行扩散过程而非直接在像素空间操作75% similarUnverified扩散模型（Diffusion Model）的兴起使Stable Diffusion、Midjourney等工具将图像生成门槛降至消费级硬件可运行水平71% similar
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