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All SourcesarXiv
#few-step sampling

Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis

Intermediate
Tianhe Wu, Ruibin Li et al.Feb 3arXiv

The paper solves a big problem in fast image generators: they got quick, but they lost variety and kept making similar pictures.

#diffusion distillation#distribution matching distillation#mode collapse

Image Diffusion Preview with Consistency Solver

Beginner
Fu-Yun Wang, Hao Zhou et al.Dec 15arXiv

Diffusion Preview is a two-step “preview-then-refine” workflow that shows you a fast draft image first and only spends full compute after you like the draft.

#diffusion preview#consistency solver#pf-ode

TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Intermediate
Zhenglin Cheng, Peng Sun et al.Dec 3arXiv

TwinFlow is a new way to make big image models draw great pictures in just one step instead of 40–100 steps.

#TwinFlow#one-step generation#twin trajectories