Computer Vision

Common Interview Questions and Answers in Deep Learning & Computer Vision

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Common Interview Questions and Answers in Deep Learning & Computer Vision

Originally published on the frontier of deep learning technology Author: I want to encourage Nazha @ ZhihuSource: https://zhuanlan.zhihu.com/p/89587997Editor: Jishi Platform Introduction As the autumn recruitment season is underway, this article collects relevant interview questions in the field of deep learning & computer vision, covering various aspects such as deconvolution, neural networks, object detection, etc., making … Read more

What Is Vision? Computer Vision? Machine Vision?

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Vision (Physiological Term) Vision is a physiological term. Light acts on the visual organs, exciting sensory cells, and after processing the information through the visual nervous system, vision (vision) is produced. Through vision, humans and animals perceive the size, brightness, color, motion, and stillness of external objects, obtaining various information crucial for survival; at least … Read more

Applications of Difference Convolution in Computer Vision

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Editor’s Recommendation This article mainly introduces several works on Difference Convolution led by the University of Oulu and its applications in the fields of images and videos. Author丨Fisher Yuzi @ Zhihu Link丨https://zhuanlan.zhihu.com/p/392986663 Related works have been accepted by top journals and conferences such as TPAMI, TIP, CVPR’20, ICCV’21 (Oral), IJCAI’21, and have won two international … Read more

Computational Photography Techniques: The Master of Skills

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Computational Photography Techniques: The Master of Skills

Click “I Love Computer Vision” to follow and receive messages faster! Author: Wang Hawk Original: https://zhuanlan.zhihu.com/p/51490200 1. Introduction to Computational Photography What is computational photography? How does it differ from digital image processing? How does it relate to the currently popular computer vision? How is it different from traditional photography? There is a significant lack … Read more

Summary of Line Detection Algorithms

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Summary of Line Detection Algorithms

Click on the above“Visual Learning for Beginners” to selectStar or “Pin” Important content delivered first time. 1. Scene Requirements In the field of computer vision, we often need to perform some special tasks, and line detection algorithms are frequently used in tasks such as lane detection, length measurement, etc. Although line detection tasks seem relatively … Read more

Feature Extraction: Traditional Algorithms vs Deep Learning

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Feature Extraction: Traditional Algorithms vs Deep Learning

Source: Fundamentals and Advanced Topics in Deep Learning This article is approximately 3100 words and is recommended for a 10-minute read. Feature extraction is an important topic in computer vision. Whether it is SLAM, SFM, 3D reconstruction, or other important applications, the foundation lies in the reliable extraction and matching of feature points across images. … Read more

Object Tracking Based on YOLO and Computer Vision

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Object Tracking Based on YOLO and Computer Vision

Click on the above “Beginner Learning Vision” to select Star or Pin. Important content delivered immediately YOLO is a deep learning algorithm used for real-time object detection. You can use pre-trained YOLO models like YOLOv8 or YOLOv9, or train your own model on a custom dataset as needed. In this article, I will guide you … Read more

Overview of Real-Time Semantic Segmentation Algorithms

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Overview of Real-Time Semantic Segmentation Algorithms

This article is reproduced from Computer Vision WorkshopSemantic Segmentation PapersSemantic image segmentation is one of the fastest growing fields in computer vision, with a wide range of applications. In many areas, such as robotics and autonomous vehicles, semantic image segmentation is crucial as it provides the necessary context to take action based on pixel-level understanding … Read more

Exploring the Seven Centers of the School of Information

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Exploring the Seven Centers of the School of Information

Introduction to the Academy 2021·SIST ShanghaiTech University’s School of Information Science and Technology (hereinafter referred to as “Information Academy”) is supported by the research platform of the Chinese Academy of Sciences, focusing on cutting-edge research areas such as artificial intelligence, chips (including computer architecture, circuits, and devices), virtual reality, big data, quantum communication and computing, … Read more

Understanding Robot Vision and Machine Vision

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Understanding Robot Vision and Machine Vision

Click on the above“Beginner’s Guide to Vision” and select to add a Bookmark or Pin. Important content delivered promptly Robot vision, computer vision, image processing, machine vision, and pattern recognition, what are the differences between these terms? It can sometimes be confusing to understand which is which. Next, let’s take a look at the specific … Read more