Understanding CNNs from the Frequency Domain Perspective

Understanding CNNs from the Frequency Domain Perspective

Click on the above “Beginner’s Guide to Vision“, choose to add “Star Mark” or “Pinned“ Important insights delivered promptly For academic sharing only, does not represent the stance of this public account. Contact us for removal in case of infringement. Reprinted from: This article is compiled from Zhihu Q&A. Infringement will be removed. Editor丨Jishi Platform … Read more

An Overview of Convolutional Neural Networks and Analysis of ImageNet Champion Models

An Overview of Convolutional Neural Networks and Analysis of ImageNet Champion Models

Source: Big Data Talk Author: Huang Wenjian This article is 11200 words long and is recommended to be read in 15 minutes. This article explains some principles of convolutional neural networks (CNN) in deep learning and some classic network architectures. Overview of Convolutional Neural Network Principles Convolutional Neural Networks (CNN) were originally designed to solve … Read more

Visualizing CNNs and Feature Maps

Visualizing CNNs and Feature Maps

Click on the above“Beginner Learning Vision” to selectStar or “Top” Important Content, Delivered First Time Convolutional Neural Networks (CNNs) are a type of neural network commonly used for image classification, object detection, and other computer vision tasks. One of the key components of CNNs is the feature map, which is a representation of the input … Read more

15 Questions About Convolutional Neural Networks and Biological Visual Systems

15 Questions About Convolutional Neural Networks and Biological Visual Systems

The early development of CNNs drew a lot of inspiration from the brain’s neural networks, and now some ideas and methods in related research are helping neuroscience, such as DeepMind’s recent work using AI to explore brain navigation and dopamine functions. Recently, Grace Lindsay, a PhD in Neurobiology and Behavior from Columbia University, published a … Read more

Research Progress on the Application of Convolutional Neural Networks in Oral Diseases

Lu Yang, Zhou Mengyuan, Xiao Can Author Unit: Department of Stomatology, The First Affiliated Hospital of Soochow University Source: Chinese Journal of Clinical New Medicine, 2024, 17(7): 828-831. [Abstract] Convolutional Neural Networks (CNN) have shown remarkable performance in the field of image recognition, and as a representative method of artificial intelligence, they have garnered widespread … Read more

A Small Change: CNN Input from Fixed to Variable Image Sizes

A Small Change: CNN Input from Fixed to Variable Image Sizes

Click on the above“Beginner Learning Vision“, select to add “Star” or “Top“ Essential content delivered promptly In this article, we will learn how to classify images of any size without using computationally intensive sliding windows. By modifying the ResNet-18 CNN framework, we will change the required input size from 224×224 to any size. First, we … Read more

Visualizing CNN: An Interactive Tool for Understanding Convolution

Visualizing CNN: An Interactive Tool for Understanding Convolution

Click the above“Visual Learning for Beginners” to add it to your Favorites or “Pin” Important content delivered promptly. What is CNN? Is it the Cable News Network? Every beginner with aspirations in AI will encounter the term CNN (Convolutional Neural Network) at the start. However, every time they try to understand what CNN is and … Read more

Plug-and-Play! 11 Common Plugins in CNN Network Design

Plug-and-Play! 11 Common Plugins in CNN Network Design

Click on the above“Beginner Learning Vision”, select to add“Starred” or “Top” Heavy content delivered first Introduction The so-called “plugin” is something that can add value, is easy to implement, and truly plug-and-play. The “plugins” listed in this article can enhance the deformation capabilities of CNNs like translation, rotation, scale, etc., or multi-scale feature extraction, and … Read more

Strong Recommendation | Overview of Convolutional Neural Networks: From Basic Techniques to Research Prospects

Strong Recommendation | Overview of Convolutional Neural Networks: From Basic Techniques to Research Prospects

Click the above “Beginner Learning Vision“, choose to add “Starred” or “Pinned“ Heavyweight content delivered at the first time Convolutional Neural Networks (CNNs) have achieved unprecedented success in the field of computer vision, but we currently do not have a comprehensive understanding of the reasons for their remarkable effectiveness. In March 2018, Isma Hadji and … Read more

Introduction to Convolutional Neural Networks

Introduction to Convolutional Neural Networks

The Beauty of Mathematical Algorithms Date:August 28, 2019 Word Count:2400words, 11images Estimated Reading Time:7minutes Source:Machine Heart This article is selected from Medium, mainly introducing convolutional neural networks in neural networks, suitable for beginners to read. Overview Deep learning and artificial intelligence were buzzwords in 2016; in 2017, these two terms became even more popular, but … Read more