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Stable Diffusion Sampling Methods

2 minAuthor: Z.SHINCHVEN

As of March 8, 2023, there are 19 samplers available in AUTOMATIC1111. They are:

  • Euler a:
    • Strengths: Fast and easy to use.
    • Weaknesses: Not as accurate as some of the newer samplers.
  • Euler:
    • Strengths: More accurate than Euler a.
    • Weaknesses: Slower than Euler a.
  • LMS:
    • Strengths: Designed to produce sharp and detailed images.
    • Weaknesses: Slower than Euler and Euler a.
  • Heun:
    • Strengths: More stable than Euler.
    • Weaknesses: Slower than Euler.
  • DPM2:
    • Strengths: Faster and more accurate than Euler and Euler a.
    • Weaknesses: Not as stable as Heun.
  • DPM2 a:
    • Strengths: More accurate than DPM2.
    • Weaknesses: Slower than DPM2.
  • DPM++ 2S a:
    • Strengths: Faster and more accurate than DPM2 and DPM2 a.
    • Weaknesses: Not as stable as Heun.
  • DPM++ 2M:
    • Strengths: More accurate than DPM++ 2S a.
    • Weaknesses: Slower than DPM++ 2S a.
  • DPM fast:
    • Strengths: Faster than DPM.
    • Weaknesses: Less accurate than DPM.
  • DPM adaptive:
    • Strengths: Designed to adapt to the complexity of the image being generated.
    • Weaknesses: Slower than DPM fast.
  • LMS Karras:
    • Strengths: Faster and more accurate than LMS.
    • Weaknesses: Not as stable as Euler.
  • DPM2 Karras:
    • Strengths: Faster and more accurate than DPM2.
    • Weaknesses: Not as stable as Heun.
  • DPM2 a Karras:
    • Strengths: More accurate than DPM2 Karras.
    • Weaknesses: Slower than DPM2 Karras.
  • DPM++ 2S a Karras:
    • Strengths: Faster and more accurate than DPM++ 2S a.
    • Weaknesses: Not as stable as Heun.
  • DPM++ 2M Karras:
    • Strengths: More accurate than DPM++ 2S a Karras.
    • Weaknesses: Slower than DPM++ 2S a Karras.
  • DDIM:
    • Strengths: Designed to produce images with high-quality textures.
    • Weaknesses: Slower than the other samplers.
  • PLMS:
    • Strengths: Designed to produce images with a painterly style.
    • Weaknesses: Slower than the other samplers.

These are answers from Google Bard

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