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Azula 0.4.0

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@francois-rozet francois-rozet released this 20 Jun 12:33
· 3 commits to master since this release

✨ What's new

  • New Tweedie Moment Projected Diffusion (TMPD) guidance (#17)
  • New Twisted Diffusion Sampling (TDS) guidance (31c33e9)
  • New Diffusion Plug-and-Play Image Restoration (DiffPIR) guidance (3da9fd5)
  • New RePaint guidance (46f714d)
  • New Pseudo-inverse Guided Diffusion Model (PGDM) guidance (613a6dd)
  • Updated guidance tutorial (21e2c7f)
  • Refactored plugins API (7cd0121)
    Wrappers around pre-trained models have been standardized to the same formalism, inspired by Karras et al. (2022). Each wrapper defines the coefficients $c_\text{skip}$, $c_\text{out}$, $c_\text{in}$, and $c_\text{time}$ such that the pre-trained backbone $b_\phi$ parameterizes a denoiser

$$ d_\phi(x_t, t) = c_\text{skip}(t) x_t + c_\text{out}(t) b_\phi(c_\text{in}(t) x_t, c_\text{time}(t)) $$

Full Changelog: 0.3.0...0.4.0