Oct 20, 2023 · We propose DPM-Solver-v3, a new fast ODE solver for DPMs by introducing several coefficients efficiently computed on the pretrained model, which we call ...
Sep 21, 2023 · The paper proposes a new sampling algorithm, DPM-Solver-v3, to solve the diffusion ODE. Applying the Rosenbrock-type exponential integrators, ...
DPM-Solver-v3 is a training-free ODE solver dedicated to fast sampling of diffusion models, equipped with precomputed empirical model statistics (EMS) to boost ...
We propose DPM-Solver-v3, a new fast ODE solver for DPMs by introducing several coefficients efficiently computed on the pretrained model, which we call ...
Compared to previous fast samplers, DPM-Solver-v3 can consistently improve the sample quality in 5∼20 steps, and make a significant advancement within 10 steps.
May 30, 2024 · Experiments show that DPM-Solver-v3 achieves consistently better or comparable performance in both unconditional and conditional sampling with ...
Solving Diffusion ODEs by Exponential Integrators . Different parameterizations lead to different exact solutions.
DPM-Solver-v3 is proposed, a new fast ODE solver for DPMs by introducing several coefficients efficiently computed on the pretrained model, which is called ...
View recent discussion. Abstract: Diffusion probabilistic models (DPMs) have exhibited excellent performance for high-fidelity image generation while ...
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Oct 23, 2023 · Uses a multistep predictor-corrector framework. Results in 15-30% speedup, with high quality samples with only 5-10 steps.