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

Exploring Computer Vision: Creating the Illusion

Exploring Computer Vision: Creating the Illusion

Author: Wei Xiucan, PhD student at the Institute of Machine Learning and Data Mining (LAMDA), Nanjing University. He has published academic papers in top international journals and conferences, and his “Must Know Tips in Deep Neural Networks” was invited for publication in the well-known data mining forums KDnuggets and Data Science Central. Selected from “Programmer,” … Read more

What Is Computer Vision and Machine Vision?

What Is Computer Vision and Machine Vision?

Every day, we open our eyes to see this colorful world, the vibrant flowers, the blue sky, and the familiar smiles of our loved ones. For every healthy person, this is a beautiful privilege granted at birth; we can perceive this world through our eyes. However, do you know how precious vision is for robots? … Read more

Advanced PyTorch: Tensors and Gradients

Advanced PyTorch: Tensors and Gradients

Excerpt from medium Author: Aakash N S Machine Heart Compilation PyTorch is an open-source neural network library developed and maintained by Facebook. It has gained significant momentum recently, with more and more developers writing tutorials for it, and this article is one of them. This is the first article in the ‘PyTorch: Zero to GANs’ … Read more

Best Practices for Writing Elegant Code in PyTorch

Best Practices for Writing Elegant Code in PyTorch

Selected from GitHub Compiled by Machine Heart Contributors: Geek.ai, Siyuan PyTorch is one of the best deep learning frameworks, known for its simplicity and elegance, making it ideal for beginners. This article will introduce the best practices and coding styles for PyTorch. Although this is an unofficial PyTorch guide, the article summarizes over a year … Read more

Why Is PyTorch So Efficient and Easy to Use? Exploring the Framework’s Internal Architecture

Why Is PyTorch So Efficient and Easy to Use? Exploring the Framework's Internal Architecture

Selected from blog.christianperone Author:Christian S. Perone Translated by: Machine Heart Contributors: Siyuan, Huang Xiaotian, Li Zenan As a deep learning framework supported by Facebook’s Artificial Intelligence Research (FAIR) team, PyTorch has rapidly become a popular development tool since its launch in January 2017. Its advantages in debugging, compilation, and other aspects have made it widely … Read more

Visualizing Neural Network Structures in PyTorch

Visualizing Neural Network Structures in PyTorch

Click on the “CVer“, and choose to “star” or “top” it Heavyweight content delivered at the first time Author: Tian Haishan https://zhuanlan.zhihu.com/p/66320870 This article is authorized, and no secondary reproduction is allowed without permission Installation You can install it using the following commands conda install pytorch-nightly -c pytorch conda install graphviz conda install torchvision conda … 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

A Collection of Common PyTorch Code Snippets

A Collection of Common PyTorch Code Snippets

Source | Jishi Platform Author | Jack Stark@Zhihu The best resources for PyTorch are the official documentation. This article is a collection of common PyTorch code snippets, with some modifications based on reference material [1](Zhang Hao: PyTorch Cookbook) for easier consultation during use. 1 Basic Configuration Import Packages and Check Versions import torch import torch.nn … Read more