Search Results for author: Shuchen Xue

Found 3 papers, 1 papers with code

Accelerating Diffusion Sampling with Optimized Time Steps

no code implementations27 Feb 2024 Shuchen Xue, Zhaoqiang Liu, Fei Chen, Shifeng Zhang, Tianyang Hu, Enze Xie, Zhenguo Li

While this is a significant development, most sampling methods still employ uniform time steps, which is not optimal when using a small number of steps.

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The Surprising Effectiveness of Skip-Tuning in Diffusion Sampling

no code implementations23 Feb 2024 Jiajun Ma, Shuchen Xue, Tianyang Hu, Wenjia Wang, Zhaoqiang Liu, Zhenguo Li, Zhi-Ming Ma, Kenji Kawaguchi

Surprisingly, the improvement persists when we increase the number of sampling steps and can even surpass the best result from EDM-2 (1. 58) with only 39 NFEs (1. 57).

Image Generation

SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion Models

1 code implementation NeurIPS 2023 Shuchen Xue, Mingyang Yi, Weijian Luo, Shifeng Zhang, Jiacheng Sun, Zhenguo Li, Zhi-Ming Ma

Based on our analysis, we propose SA-Solver, which is an improved efficient stochastic Adams method for solving diffusion SDE to generate data with high quality.

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