Can CNN Handle Absolute Position Information in Images?

Can CNN Handle Absolute Position Information in Images?

Click on the above “Beginner Learning Vision” to select “Star Mark” or “Top“ Important content delivered immediately 01 Paper Overview Paper Title: “How much Position Information Do Convolutional Neural Networks Encode? “ Paper Link: https://openreview.net/forum?id=rJeB36NKvB This article explains how CNNs learn the absolute position information within images. The article comes from Canadian scholars and is … Read more

Understanding Capsule Neural Networks

Understanding Capsule Neural Networks

Click on the above “Beginner’s Guide to Vision”, select to add “Bookmark” or “Pin” Important content delivered immediately From | Blog Garden Author | CZiFan Background Geoffrey Hinton is one of the pioneers of deep learning and the inventor of classic algorithms for neural networks like backpropagation. He and his team proposed a novel neural … Read more

Understanding Convolutional Neural Networks and Implementation

Understanding Convolutional Neural Networks and Implementation

Click on the above “Beginners Learn Vision”, select to add “Star” or “Top” Important content delivered at the first time Convolutional Neural Networks (CNN) are fundamental knowledge in deep learning. This article provides a detailed interpretation of the basic principles of CNN and common CNN architectures, and introduces the process of building deep networks with … Read more

YOLT: A YOLO-Based Framework for Large-Scale Image Recognition

YOLT: A YOLO-Based Framework for Large-Scale Image Recognition

This article shares a satellite image object detection framework based on an improved YOLO v2 — YOLT, which provides a good idea for many friends facing challenges in large satellite image recognition during the recent Amazon Web Services 【AI For Good – 2022】 competition. Currently, the YOLT framework has been updated to v4 and is … Read more

Why Image Recognition Needs to Convert Color Images to Grayscale

Why Image Recognition Needs to Convert Color Images to Grayscale

Click the above “Beginner Learning Vision” and choose to add Star or “Pin” Important Content Delivered First Hand Previously, when introducing OCR recognition technology, we mentioned grayscale conversion in the image preprocessing section. You might wonder: Why do we need to convert color images to grayscale for image recognition? Before explaining this question, we need … Read more

Fast and Effective Overview of Lightweight Transformers in Various Fields

Fast and Effective Overview of Lightweight Transformers in Various Fields

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university teachers, and enterprise researchers. Community Vision is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners. Reprinted from | RUC … Read more

Sora: Create Videos from Text Easily

Sora: Create Videos from Text Easily

Recently, AI-generated content has become popular again! You may have heard of text generation tools like ChatGPT, but there is an emerging application quietly rising, called Sora. This application is special because it does not just generate text, but transforms text into video, and it is easy to operate with amazing results! If you are … Read more

What Is Deep Learning and How to Effectively Implement It?

What Is Deep Learning and How to Effectively Implement It?

Deep Learning (DL) is a new research direction in the field of Machine Learning (ML), introduced to bring machine learning closer to its original goal—Artificial Intelligence (AI). Deep learning learns the intrinsic patterns and hierarchical representations of sample data, which significantly aids in interpreting data such as text, images, and sounds. Its ultimate goal is … Read more

Visual Prompt Engineering: Adapting General Models for Various Tasks

Visual Prompt Engineering: Adapting General Models for Various Tasks

MLNLP community is a well-known machine learning and natural language processing community in China and abroad, covering NLP graduate students, university teachers, and researchers in enterprises. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for beginners. Reprinted from … Read more

23 Best Beginner Projects for Machine Learning (With Source Code)

23 Best Beginner Projects for Machine Learning (With Source Code)

Click on 'Beginner Learn Vision' above, select 'Star' or 'Top' to receive important content as soon as possible. Introduction This article introduces you to 23 creative machine learning project ideas to gain hands-on experience with this growing technology. We all know that what we learn from textbooks differs from practical application. So, are there any … Read more