Search Results for author: Shuchen Xue

Found 3 papers, 2 papers with code

Accelerating Diffusion Sampling with Optimized Time Steps

1 code implementation CVPR 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.

Image Generation

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).

Decoder 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.

Image Generation

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