Diffusion Mechanism in Residual Neural Networks: Theory and Applications

Diffusion Mechanism in Residual Neural Networks: Theory and Applications

This article is adapted from: AI Academic Workshop Title: Diffusion Mechanism in Residual Neural Network: Theory and Applications Diffusion Mechanism in Residual Neural Networks: Theory and Applications Authors: Tangjun Wang; Zehao Dou; Chenglong Bao; Zuoqiang Shi Source code link: https://github.com/shwangtangjun/Diff-ResNet Abstract Diffusion is a fundamental internal mechanism that occurs in many physical processes, describing the … Read more

Diffusion Tensor Imaging (DTI) in Brain Structure Analysis

Diffusion Tensor Imaging (DTI) in Brain Structure Analysis

Diffusion Tensor Imaging (DTI) is a new method for describing brain structure and is a special form of Magnetic Resonance Imaging (MRI). For example, if MRI tracks hydrogen atoms in water molecules, then DTI maps based on the direction of water molecule movement. DTI images, which are presented differently than previous images, can reveal how … Read more

Glossary of Materials Science Terms (Part 1)

Chapter 1 Introduction metal: Metal ceramic: Ceramic polymer: Polymer Composites: Composites Semiconductors: Semiconductors Biomaterials: Biomaterials Processing: Processing Structure: Structure Properties: Properties Performance: Performance Mechanical properties: Mechanical Properties Electrical properties: Electrical Properties Thermal behavior: Thermal Behavior Magnetic properties: Magnetic Properties Optical properties: Optical Properties Deteriorative characteristics: Deteriorative Characteristics Chapter 2 Atomic Structure and Atomic Bonds Atomic … Read more

Diffusion-TS: Interpretable Diffusion for General Time Series Generation

Diffusion-TS: Interpretable Diffusion for General Time Series Generation

Click the card above to follow the “Heart of Time Series” public account A wealth of valuable content delivered instantly Diffusion-TS: Interpretable Diffusion for General Time Series Generation Introduction Time series data is ubiquitous in various fields such as finance, healthcare, retail, and climate modeling. However, data sharing can lead to privacy breaches, limiting the … Read more

Controllable Image Generation Models Based on Diffusion

Controllable Image Generation Models Based on Diffusion

1. Introduction The previous article on AIGC basics, from VAE to DDPM principles and code details, has introduced the basic principles of image generation based on diffusion models in a relatively detailed manner. However, in the real industry, to achieve controllable image generation, there are still many practical problems that need to be solved, such … Read more

Simple Diffusion: Definition and Explanation

Simple Diffusion: Definition and Explanation

Simple diffusion (simple diffusion) refers to the transmembrane diffusion of substances from the side of the membrane with a high concentration through the gaps between lipid molecules to the side with a low concentration. This is a physical phenomenon that does not involve biological transport mechanisms, requires no metabolic energy, and is considered passive transport, … Read more

Shanghai Jiao Tong University Team Develops Diffusion Probability Model

Editor | Wang Duoyu Typesetting | Shui Chengwen Deep Learning assisted functional protein design is a novel method that meets the growing demand for new biocatalysts in scientific and industrial production contexts, promoting the rapid discovery and modification of efficient and specialized proteins, and expanding the research boundaries of protein engineering. By harnessing the power … Read more