Tag: #latent-diffusion
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 2 posts
Analyzing SOTA Image Generation Models — From Diffusion to FLUX
A lineage-centered overview of the frontier of text-to-image generation, from diffusion model fundamentals through latent diffusion, DiT, rectified flow, and the FLUX family. We analyze the shared structure and differenc
2026-06-30 · 10 min read #ai-papers#diffusion-models#text-to-image#latent-diffusion#rectified-flowComplete Analysis of the DDPM Paper: The Mathematics and Principles of Diffusion Models that Create Images from Noise
An in-depth analysis of the DDPM paper by Ho et al. We derive the Forward/Reverse diffusion process, variational lower bound (ELBO), noise scheduling, and simplified training objective from formulas, and provide a compre
2026-03-01 · 31 min read #ddpm#diffusion-model#generative-model#score-matching#stable-diffusion