Mar 11, 2024 · Multistep Consistency Models work really well in practice. By increasing the sample budget from a single step to 2-8 steps, we can train models ...
Sep 27, 2024 · Multistep Consistency Models work really well in practice. By increasing the sample budget from a single step to 2-8 steps, we can train models ...
Mar 11, 2024 · Multistep Consistency gives a direct trade-off between sample quality and speed, achieving performance comparable to standard diffusion in as ...
Mar 11, 2024 · Multistep Consistency Models combine consistency and diffusion models, offering a trade-off between sampling speed and quality.
Multistep and onestep scheduler (Algorithm 1) introduced alongside consistency models in the paper Consistency Models by Yang Song, Prafulla Dhariwal, Mark Chen ...
Multistep Consistency Models work really well in practice. By increasing the sample budget from a single step to 2-8 steps, we can train models more easily that ...
Nov 19, 2024 · This paper introduces multistep consistency models, a novel approach for improving the training of diffusion models, a powerful class of generative models.
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Mar 11, 2024 · This paper proposes Multistep Consistency Models: A unification between Consistency Models and TRACT that can interpolate between a ...
=252520and=252520TRACT=252520(Berthelot=252520et=252520al.=25252C=2525202023)=252520that=252520can=252520interpolate=252520between=252520a=252520consistency=252520model=252520and=252520a=252520diffusion=252520model=25253A=252520a=252520trade-off=252520between=252520sampling=252520speed=252520and=252520sampling=252520quality.=252520Specifically=25252C=252520a=2525201-step=252520consistency=252520model=252520is=252520a=252520conventional=252520consistency=252520model=252520whereas=252520a=252520=252524infty=252524-step=252520consistency=252520model=252520is=252520a=252520diffusion=252520model.=25250A=252520=252520Multistep=252520Consistency=252520Models=252520work=252520really=252520well=252520in=252520practice.=252520By=252520increasing=252520the=252520sample=252520budget=252520from=252520a=252520single=252520step=252520to=2525202-8=252520steps=25252C=252520we=252520can=252520train=252520models=252520more=252520easily=252520that=252520generate=252520higher=252520quality=252520samples=25252C=252520while=252520retaining=252520much=252520of=252520the=252520sampling=252520speed=252520benefits.=252520Notable=252520results=252520are=2525201.4=252520FID=252520on=252520Imagenet=25252064=252520in=2525208=252520step=252520and=2525202.1=252520FID=252520on=252520Imagenet128=252520in=2525208=252520steps=252520with=252520consistency=252520distillation=25252C=252520using=252520simple=252520losses=252520without=252520adversarial=252520training.=252520We=252520also=252520show=252520that=252520our=252520method=252520scales=252520to=252520a=252520text-to-image=252520diffusion=252520model=25252C=252520generating=252520samples=252520that=252520are=252520close=252520to=252520the=252520quality=252520of=252520the=252520original=252520model.=26imgrefurl=3dhttps:/=2fwww.aimodels.fyi/papers/arxiv/multistep-consistency-models=26h=3d630=26w=3d1200=26tbnid=3d2nqrDECjq2ubvM=26q=3dMultistep+Consistency+Models.=26tbnh=3d79=26tbnw=3d150=26usg=3dAI4_-kTzNsD1GanxuUHTkzkT4-Up3SwBJg=26vet=3d1=26docid=3d0Zbo2QeWPDAD6M=26itg=3d1=26sa=3dX=26ved=3d2ahUKEwiy2IThxteKAxWtI0QIHSVHNbAQ9QF6BAgDEAw)
Mar 12, 2024 · This paper from Google introduces multistep consistency models, a new model that can interpolate between a consistency model and a diffusion model.