Fully capturing the heterogeneity of biological processes remains a central challenge, as conventional confocal microscopy ...
Most text-to-image systems run diffusion in a compact latent space and then decode back to pixels through a Variational Autoencoder (VAE). The VAE decoder is reconstruction-oriented - optimized to ...
SinSR(Single Step Diffusion-Based Image Super-Resolution)是一个基于扩散模型的单步图像超分辨率开源项目。该项目由南洋理工大学、鹏城实验室、上海人工智能实验室和香港理工大学的研究人员共同开发 ...
conda create -n dam-vsr python=3.10.14 conda activate dam-vsr pip install torch==2.1.1 torchvision==0.16.1 torchaudio==2.1.1 --index-url https://download.pytorch.org ...
A simple diffusion model (DTI) and three advanced diffusion models (DKI, MAP, and NODDI) were constructed based on multishell diffusion scanning. Migration was performed with a generative adversarial ...
扩散模型(DMs)直接在像素领域工作,优化和推断都很费时。为了在有限的计算资源上训练它们,LDM 先使用一个预训练好的 AutoEncoder,将图片像素转换到了维度较小的 latent space 上,而后再进行 ...
Molecular Dynamics, Groningen Biomolecular Sciences and Biotechnology Institute (GBB), University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands ...