Deep Learning and Computer Vision: A Comprehensive Overview

Deep Learning and Computer Vision: A Comprehensive Overview

This summer, Lei Feng Network will host the “Global Artificial Intelligence and Robotics Innovation Conference” (GAIR) in Shenzhen. At this conference, we will release the “Top 25 Innovative Companies in Artificial Intelligence and Robotics” list, and Huiyan Technology is one of the companies we are focusing on. Today, we have invited Li Hanxi, the R&D … Read more

Stanford CS231N Deep Learning and Computer Vision Part 6: Neural Network Structure and Activation Functions

Stanford CS231N Deep Learning and Computer Vision Part 6: Neural Network Structure and Activation Functions

This article is a Chinese version of the Stanford University CS231N course notes, authorized for translation and publication by Professor Andrej Karpathy of the Stanford course. This is a work by Big Data Digest, and unauthorized reproduction is prohibited. For specific requirements for reproduction, please see the end of the article. Machine Learning Online Training … Read more

Stanford CS231N Deep Learning and Computer Vision: Optimization and Stochastic Gradient Descent

Stanford CS231N Deep Learning and Computer Vision: Optimization and Stochastic Gradient Descent

This article is a translated note of the Stanford University CS231N course, authorized for translation and publication by Professor Andrej Karpathy of Stanford University. The Big Data Digest work is prohibited from being reproduced without authorization; specific requirements for reproduction can be found at the end of the article. Registration is open! Machine Learning training … Read more

Stanford CS231N Deep Learning and Computer Vision: Neural Network Training Insights

Stanford CS231N Deep Learning and Computer Vision: Neural Network Training Insights

This article is a translated version of the Stanford University CS231N course notes, authorized by Professor Andrej Karpathy of Stanford University. The Big Data Digest work is not allowed to be reproduced without authorization; specific requirements for reproduction can be found at the end of this article. Translation: Han Xiaoyang & Long Xincheng Editor’s Note: … Read more

The Pyrrhic Victory of Computer Vision: Reflections on Large Image Datasets

The Pyrrhic Victory of Computer Vision: Reflections on Large Image Datasets

Big Data Digest authorized reprint from Data Practitioners Author: LZM Born out of the Nuremberg Code in 1947 during World War II and the horrific Nazi regime, followed by the Helsinki Declaration in 1964, these documents helped establish the principle of informed consent, based on human dignity and control over the dissemination of one’s own … Read more

Essential Computer Vision Techniques: Classification, Localization, Detection, and Segmentation

Essential Computer Vision Techniques: Classification, Localization, Detection, and Segmentation

New Intelligence Column Author: Zhang Hao [New Intelligence Guide] The author of this article comes from the Machine Learning and Data Mining Institute (LAMDA) of the Computer Science Department of Nanjing University. This article systematically summarizes the applications of deep learning in four fundamental tasks in the field of computer vision, including image classification, localization, … Read more

Overview of Eight Major Tasks in Computer Vision

Overview of Eight Major Tasks in Computer Vision

This article is reprinted from the PaddlePaddle WeChat official account Editor’s Note: Written by a deep learning engineer from Baidu, this article provides a detailed overview of the eight major tasks in the field of computer vision, including: image classification, object detection, image semantic segmentation, scene text recognition, image generation, human keypoint detection, video classification, … Read more

How to Make Computers Experts at Describing Images?

How to Make Computers Experts at Describing Images?

AliMei’s Guide: ICCV is regarded as one of the top three conferences in the field of computer vision. As one of the highest-level conferences in computer vision, its proceedings represent the latest development directions and levels in the field. Alibaba has multiple papers selected for this year’s conference, and the paper interpreted in this article … Read more

Letter to 2029: Breakthroughs in Computer Vision AI

Letter to 2029: Breakthroughs in Computer Vision AI

In the countless applications of visual AI, we believe that the breakthrough points for future technology may come from three areas: information integration and extraction, healthcare, and autonomous driving. Written by: Jia Jiaya, Distinguished Scientist at Tencent, Head of Tencent Youtu Lab Dr. Dai Yurong, Director of Tencent Youtu Lab, Dr. Zheng Yafeng Image source: … Read more

Using Computer Vision To Identify Lettuce: Innovative Agri-Tech

Using Computer Vision To Identify Lettuce: Innovative Agri-Tech

Author | Zhang Junbao How are “computer vision recognition models” and “lettuce” connected? The LettUs Grow team, a participant in the 3rd Duoduo Agricultural Technology Competition, provided a solution: using computer vision recognition models to identify and calculate the projection area of lettuce, determining crop status and density change times and values based on leaf … Read more