必应词典为您提供one-step-diffusion的释义,网络释义: 单步扩散;一次扩散;
Distribution Matching Distillation (DMD): DMD核心将预训练的扩散去噪器(diffusion denoiser)转化为快速的“一步”(one-step)图像生成器,同时保持生成图像的高质量。 预训练模型及一步模型生成器: 预训练基础模型(Pretrained base model): 假设存在一个已经预训练好的扩散模型 base,该模型能够将高斯噪声样本逐步去噪,...
作者期待通过蒸馏更先进的模型和引入变化的指导尺度,进一步提升模型性能和灵活性。 图1展现了一下和目前SOTA方法的对比: 基线稳定扩散(Stable Diffusion, SD):生成每张图像需要约250毫秒。扩散匹配蒸馏(Diffusion Matching Distillation, DMD):生成每张图像仅需约90毫秒。强调了DMD技术生成图像的速度比SD快得多,同时还在...
作者期待通过蒸馏更先进的模型和引入变化的指导尺度,进一步提升模型性能和灵活性。 图1展现了一下和目前SOTA方法的对比: 基线稳定扩散(Stable Diffusion, SD):生成每张图像需要约250毫秒。扩散匹配蒸馏(Diffusion Matching Distillation, DMD):生成每张图像仅需约90毫秒。强调了DMD技术生成图像的速度比SD快得多,同时还在...
One Step Diffusion Via Shortcut Models 白鸥问我泊孤舟 5 人赞同了该文章 目录 收起 研究背景 研究方法 实验设计 结果与分析 总体结论 优点与创新 不足与反思 思维导图 25ICLR 伯克利 研究背景 研究问题:这篇文章要解决的问题是如何在单次前向传递中生成高质量的图像,解决扩散模型和流匹配模型在采样过程...
To address this limitation, we propose FluxSR, a novel one-step diffusion Real-ISR technique based on flow matching models. We use the state-of-the-art diffusion model FLUX.1-dev as both the teacher model and the base model. First, we introduce Flow Trajectory Distillation (FTD) to ...
TSD-SR: One-Step Diffusion with Target Score Distillation for Real-WorldImage Super-ResolutionLinwei Dong 1 * Qingnan Fan 2 * Yihong Guo 1 Zhonghao Wang 3Qi Zhang 2 Jinwei Chen 2 Yawei Luo 1† Changqing Zou 1,41 Zhejiang University 2 Vivo Mobile Communication Co. Ltd3 University of Chi...
几篇论文实现代码:《One-Step Diffusion Distillation through Score Implicit Matching》(NeurIPS 2024) GitHub: github.com/maple-research-lab/SIM 《AutoPSV: Automated Process-Supervised Verifier》(Neu...
Diffusion models have been achieving excellent performance for real-world image super-resolution (Real-ISR) with considerable computational costs. Current approaches are trying to derive one-step diffusion models from multi-step counterparts through knowledge distillation. However, these methods incur ...
A one-step diffusion method for fabricating a differential doped solar cell is described. The one-step diffusion method includes the following step. First, a substrate is provided. A doping control layer is formed on the substrate. The doping control layer includes a plurality of openings therein...