Verified70% confidenceFactExact time
Stable Diffusion performs the denoising diffusion process in a compressed latent space rather than pixel space, significantly reducing computational resource requirements.
4
Sources
70%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
Stable Diffusion Local Deployment Guide: Free Unlimited AI Image Generation
bilibiliAI幻画师6/1/2026
Related Claims
VerifiedStable Diffusion将扩散过程从像素空间压缩至潜在空间，由变分自编码器（VAE）实现78% similarUnverified潜在扩散模型通过在低维潜在空间而非像素空间执行扩散过程，大幅降低了计算成本76% similarUnverifiedStability AI开源的Latent Diffusion Model将扩散过程转移到低维潜空间，使计算成本下降一个数量级，催生了Stable Diffusion75% 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
Cite This Claim
Stable URI
https://kongchang.com/claim/52167API
curl https://kongchang.com/api/v1/knowledge/claims/52167MCP
get_claim(id=52167)