Diffusion

Обзор

A diffusion model learns to remove noise step by step, so that sampling starts from pure noise and arrives at a plausible sample. It solves the training instability of adversarial methods by replacing a two-player game with a single denoising objective. It exists because that objective is stable and covers the data distribution well, which is why it became the dominant approach for image generation.

Граф технологий

Как Diffusion связана с остальным стеком.

Инструменты

ПО, которое реализует Diffusion или интегрируется с ним.

Альтернативы

• GAN architecture

  Альтернатива для Diffusion · source

Сравнения

Подробные сопоставления с альтернативами выше.

• GAN vs Diffusion