Ten Years of Computer Vision: Deep Learning’s Transformation

Ten Years of Computer Vision: Deep Learning's Transformation

Big Data Digest Production Compiled by: Digest Bacteria In recent years, the development of computer vision (CV) has surged, penetrating all aspects of our lives. To the public, this may seem like an exciting technological innovation; however, that is not entirely true. In fact, computer vision has decades of development history, laying a solid foundation … Read more

Multi-Object Tracking with PyTorch

Multi-Object Tracking with PyTorch

ClickI Love Computer Vision to star and get the latest CVML technologies faster Today we introduce an open-source library for multi-object tracking implemented in PyTorch. Search for MOT tracking on Github, and this code ranks first, currently having 505 stars. This code implements the well-known Deep SORT multi-object tracking algorithm. The original implementation by the … Read more

Development of CNN Architecture: Comprehensive Overview

Development of CNN Architecture: Comprehensive Overview

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, with an audience that includes NLP master’s and PhD students, university professors, and corporate researchers. The community’s vision is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for … Read more

Comprehensive Overview of CNN Architecture Development

Comprehensive Overview of CNN Architecture Development

Click aboveComputer Vision Alliance to get more valuable content For academic sharing only, does not represent the position of this public account, contact for removal in case of infringement Reproduced from: Author丨zzq Source丨https://zhuanlan.zhihu.com/p/68411179 Editor丨Jishi Platform Recommended notes from 985 AI PhD Zhou Zhihua’s “Machine Learning” handwritten notes are officially open-source! Includes PDF download link, Github … Read more

Essential Plug-and-Play Plugins for CNN Design

Essential Plug-and-Play Plugins for CNN Design

Introduction “Plugins” are enhancements that can be easily integrated into existing systems, truly embodying the plug-and-play concept. The “plugins” discussed in this article can enhance the CNN’s ability to handle transformations like translation, rotation, and scale, as well as multi-scale feature extraction, and can be found in many SOTA networks. Pytorch training camp, master coding … Read more

11 Ingenious Plug-ins For CNN Network Design

11 Ingenious Plug-ins For CNN Network Design

↑ ClickBlue Text Follow the Extreme City Platform Author丨Peter Pan Editor丨Extreme City Platform Extreme City Guide So-called “plug-ins” should enhance the performance while being easy to integrate, truly achieving plug-and-play functionality. The “plug-ins” discussed in this article can enhance the CNN’s capabilities in translation, rotation, scaling, and multi-scale feature extraction, making their presence felt in … Read more

Development of CNN Network Structures: A Comprehensive Overview

Development of CNN Network Structures: A Comprehensive Overview

Join the professional CV group of Jishi, interact with 6000+ visual developers from top companies and universities such as Tencent, Huawei, Baidu, Peking University, Tsinghua University, and the Chinese Academy of Sciences! There is also an opportunity to interact with Professor Kai-Fu Lee and other experts! We also provide monthly expert live sharing, real project … Read more

MIT Research Unveils Insights into Neural Network Processes

MIT Research Unveils Insights into Neural Network Processes

Translated by AI Source: news.mit.edu Translator: Wen Qiang [Introduction by AI]MIT’s new research takes a significant step toward unraveling the black box of deep neural networks: at this year’s CVPR, researchers submitted a new study that fully automates the analysis of ResNet, VGG-16, GoogLeNet, and AlexNet performing over 20 tasks. Their proposed Network Dissection can … Read more

Understanding the Nine Layers of Attention Mechanism

Understanding the Nine Layers of Attention Mechanism

This article is written by: Electric Light Phantom Alchemist Graduate topic Top 1, Shanghai Jiao Tong University Computer Science first place, first prize in high school physics competition, meme master, national award in computer science from Shanghai Jiao Tong University, currently a PhD student at CUHK https://zhuanlan.zhihu.com/p/362366192 Attention has become a hot topic in the … Read more

Nine Layers of Understanding Attention Mechanism

Nine Layers of Understanding Attention Mechanism

↑ ClickBlue Text Follow the Extreme City Platform Author丨Electric Light Phantom Alchemy@Zhihu (Authorized) Source丨https://zhuanlan.zhihu.com/p/362366192 Editor丨Extreme City Platform Extreme City Guide Attention has become popular in the entire AI field, whether in machine vision or natural language processing, it is inseparable from Attention, transformer, or BERT. The author of this article follows the EM nine-layer tower … Read more