AI Fundamentals

 

  • Machine Learning
  • Deep Learning
  • Neural Networks
  • Natural Language Processing (NLP)
  • Computer Vision
  • Reinforcement Learning

Hawkeye: An Easy-to-Use Open Source Tool for Fine-Grained Image Recognition Based on PyTorch

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Hawkeye: An Easy-to-Use Open Source Tool for Fine-Grained Image Recognition Based on PyTorch

Machine Heart Column Machine Heart Editorial Department Fine-grained image recognition [1] is an important research topic in visual perception learning, with enormous application value in the new intelligent economy and industrial internet, and has been widely applied in many real-world scenarios… Given the current lack of deep learning open-source toolkits in this field, Professor Wei … Read more

Image Recognition Is Easier Than You Think!

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Image Recognition Is Easier Than You Think!

“ Local life scenarios involve numerous challenging computer vision tasks, such as menu recognition, sign recognition, dish recognition, product recognition, pedestrian detection, and indoor visual navigation. The core technologies corresponding to these computer vision tasks can be categorized into three types: object recognition, text recognition, and 3D reconstruction. From November 30 to December 1, 2018, … Read more

Applications of Image Recognition in Healthcare

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Applications of Image Recognition in Healthcare

Title: ClassifyViStA: WCE Classification with Visual Understanding through Segmentation and Attention Published Date: 2024-12-24 Abstract:Gastrointestinal bleeding is a serious medical condition that poses significant diagnostic challenges, especially in areas with limited medical resources. Wireless capsule endoscopy (WCE) has become a powerful diagnostic tool for visualizing the gastrointestinal tract, but it requires time-consuming manual analysis by … Read more

Image Recognition Technology and Its Real-World Applications

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Image Recognition Technology and Its Real-World Applications

By Lulingzicun The Lunar New Year has arrived, and predicting fortunes for the Year of the Rooster is a popular pastime among young people during their leisure time. Although the act of “fortune-telling” may seem more like a recreational activity, it can boost confidence or provide warnings, effectively “changing fortunes” through psychological suggestion. Interestingly, this … Read more

Unlocking and Deep Analysis of ChatGPT’s Image Recognition Capabilities

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Unlocking and Deep Analysis of ChatGPT's Image Recognition Capabilities

Reported by New Intelligence Source: Lao Luo Doesn’t Speak Author: Luo Yuchen Editor: Hao Kun [New Intelligence Guide] In fact, ChatGPT can recognize images! You just need to input the image URL and ensure that the image can be accessed without restrictions by OpenAI’s servers. Because there is no upload button for images on the … Read more

Comparative Analysis of Image Recognition Generalization: CNNs Fall Short Compared to Humans

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Comparative Analysis of Image Recognition Generalization: CNNs Fall Short Compared to Humans

Selected from arXiv Compiled by Machine Heart Contributors: Wu Pan Deep neural networks (DNNs) have achieved performances that rival or even surpass humans in many tasks, but their generalization ability is still far inferior to that of humans. A recent paper from Tübingen University and other institutions compared the robustness of target recognition between humans … Read more

Professor Zhang Changshui from Tsinghua University: Machine Learning Behind Image Recognition

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Professor Zhang Changshui from Tsinghua University: Machine Learning Behind Image Recognition

1Recommended by New Intelligence Source: Authorized Reprint by Data Party Author: Zhang Changshui [New Intelligence Guide]Professor Zhang Changshui from the Department of Automation at Tsinghua University delivered a speech titled ‘Image Recognition and Machine Learning’ at the ‘Tsinghua Artificial Intelligence’ forum, introducing the development, application, and challenges of image recognition technology, with a particular emphasis … Read more

What Is Image Recognition?

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What Is Image Recognition?

Image recognition is a subfield of artificial intelligence and a fascinating, rapidly developing technology that has significant impacts on many industries and various aspects of daily life. From facial recognition software to autonomous vehicles, image recognition plays a crucial role in many technologies we interact with daily. Essentially, image recognition is the process by which … Read more

Image Verification Codes and Large-Scale Image Recognition Technology

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Image Verification Codes and Large-Scale Image Recognition Technology

To distinguish between humans and computers, many services on the Internet use CAPTCHA technology, such as email applications, bank system logins, and transaction confirmations in e-commerce systems. Although character recognition remains the most commonly used method for CAPTCHAs, image semantic recognition-based CAPTCHAs have gradually appeared in some important Internet applications and have sparked heated discussions. … Read more

Understanding Image Recognition and Machine Learning

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Understanding Image Recognition and Machine Learning

◆ ◆ ◆ Introduction: On June 6th at the Tsinghua Artificial Intelligence Forum, Academician Zhang Bo warned us to face the current “AI craze” with calmness. Professors Wang Shengjin, Zhang Changshui, Zheng Fang, Microsoft’s Rui Yong, and Sogou’s Wang Xiaochuan also spoke. The brilliant speeches from academic leaders and industry guests sparked a wealth of … Read more