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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 3, 2023 · Artificial Intelligence

Probability Basics, Discriminative vs Generative Models, and Autoencoders (including Variational Autoencoders)

This article introduces fundamental probability notation, explains the difference between discriminative and generative models, and provides a comprehensive overview of autoencoders and variational autoencoders, covering their architectures, loss functions, latent spaces, and practical applications in image manipulation.

Generative Modelsautoencodersdiscriminative models
0 likes · 17 min read
Probability Basics, Discriminative vs Generative Models, and Autoencoders (including Variational Autoencoders)
DaTaobao Tech
DaTaobao Tech
Oct 13, 2023 · Artificial Intelligence

Understanding Stable Diffusion: Core Principles and Technical Architecture

The article demystifies Stable Diffusion by explaining its low‑cost latent‑space design and conditioning mechanisms, comparing it to autoregressive, VAE, flow‑based and GAN models, detailing the iterative noise‑to‑image process, token‑based text‑to‑image control, version differences, common generation issues, and providing implementation code examples.

AI image generationCross-AttentionStable Diffusion
0 likes · 15 min read
Understanding Stable Diffusion: Core Principles and Technical Architecture