open-mmlab/mmagic

[New Models] Support On Distillation of Guided Diffusion Models

开放

#1,294 创建于 2022年10月13日

 (2 条评论) (3 个反应) (1 位负责人)Python (836 个派生)batch import
good first issuehelp wanted

仓库指标

星标
 (4,894 个星标)
PR 合并指标
 (30 天内没有已合并 PR)

描述

Model/Dataset/Scheduler description

Classifier-free guided diffusion models have recently been shown to be highly effective at high-resolution image generation, and they have been widely used in large-scale diffusion frameworks including DALL-E 2, GLIDE and Imagen.

The proposed model is able to generate images visually comparable to that of the original model using as few as 4 sampling steps on ImageNet 64x64 and CIFAR-10, achieving FID/IS scores comparable to that of the original model while being up to 256 times faster to sample from.

Open source status

  • The model implementation is available
  • The model weights are available.

Provide useful links for the implementation

Paper: On Distillation of Guided Diffusion Models

贡献者指南