How to detect and filter user input using PHP functions?
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The performance of i77700 is completely sufficient to run win11, but users find that their i77700 cannot be upgraded to win11. This is mainly due to restrictions imposed by Microsoft, so they can install it as long as they skip this restriction. i77700 cannot be upgraded to win11: 1. Because Microsoft limits the CPU version. 2. Only the eighth generation and above versions of Intel can directly upgrade to win11. 3. As the 7th generation, i77700 cannot meet the upgrade needs of win11. 4. However, i77700 is completely capable of using win11 smoothly in terms of performance. 5. So you can use the win11 direct installation system of this site. 6. After the download is complete, right-click the file and "load" it. 7. Double-click to run the "One-click

When using Quark Browser, there is a function to filter duplicate files. Some friends are not very familiar with this. Here I will introduce how to turn on this function. If you are interested, come and take a look with me. 1. First, click "Quark Browser" on your mobile phone to enter the interface, then click and select "Quark Network Disk" in the options in the middle of the page to open and enter. 2. Find "Backup Settings" in the lower part of the Quark network disk interface, and click to open it, as shown in the figure below: 3. Next, on the page you enter, there is a "Filter Duplicate Files", which is displayed behind it There is a switch button. Click the circular slider on it and set it to color to turn on this function. When you continue to back up files, duplicate files will be skipped to save network disk capacity.

How to optimize the lazy loading effect of images through PHP functions? With the development of the Internet, the number of images in web pages is increasing, which puts pressure on page loading speed. In order to improve user experience and reduce loading time, we can use image lazy loading technology. Lazy loading of images can delay the loading of images. Images are only loaded when the user scrolls to the visible area, which can reduce the loading time of the page and improve the user experience. When writing PHP web pages, we can optimize the lazy loading effect of images by writing some functions. Details below

Today I would like to introduce to you an article published by MIT last week, using GPT-3.5-turbo to solve the problem of time series anomaly detection, and initially verifying the effectiveness of LLM in time series anomaly detection. There is no finetune in the whole process, and GPT-3.5-turbo is used directly for anomaly detection. The core of this article is how to convert time series into input that can be recognized by GPT-3.5-turbo, and how to design prompts or pipelines to let LLM solve the anomaly detection task. Let me introduce this work to you in detail. Image paper title: Largelanguagemodelscanbezero-shotanomalydete

01 Outlook Summary Currently, it is difficult to achieve an appropriate balance between detection efficiency and detection results. We have developed an enhanced YOLOv5 algorithm for target detection in high-resolution optical remote sensing images, using multi-layer feature pyramids, multi-detection head strategies and hybrid attention modules to improve the effect of the target detection network in optical remote sensing images. According to the SIMD data set, the mAP of the new algorithm is 2.2% better than YOLOv5 and 8.48% better than YOLOX, achieving a better balance between detection results and speed. 02 Background & Motivation With the rapid development of remote sensing technology, high-resolution optical remote sensing images have been used to describe many objects on the earth’s surface, including aircraft, cars, buildings, etc. Object detection in the interpretation of remote sensing images

How to reduce memory usage through PHP functions. In development, memory usage is a very important consideration. If a large amount of memory is used in a program, it may cause slowdowns or even program crashes. Therefore, reasonably managing and reducing memory usage is an issue that every PHP developer should pay attention to. This article will introduce some methods to reduce memory usage through PHP functions, and provide specific code examples for readers' reference. Use the unset() function to release variables in PHP. When a variable is no longer needed, use

Written above & The author’s personal understanding is that in the autonomous driving system, the perception task is a crucial component of the entire autonomous driving system. The main goal of the perception task is to enable autonomous vehicles to understand and perceive surrounding environmental elements, such as vehicles driving on the road, pedestrians on the roadside, obstacles encountered during driving, traffic signs on the road, etc., thereby helping downstream modules Make correct and reasonable decisions and actions. A vehicle with self-driving capabilities is usually equipped with different types of information collection sensors, such as surround-view camera sensors, lidar sensors, millimeter-wave radar sensors, etc., to ensure that the self-driving vehicle can accurately perceive and understand surrounding environment elements. , enabling autonomous vehicles to make correct decisions during autonomous driving. Head

Recently, I read a latest research on pure visual surround perception on Arxiv. This research is based on the PETR series of methods and focuses on solving the pure visual perception problem of long-distance target detection, extending the perception range to 150 meters. The methods and results of this paper have great reference value for us, so I tried to interpret it. Original title: Far3D: Expanding the Horizon for Surround-view3DObject Detection Paper link: https://arxiv.org/abs/2308.09616 Author affiliation :Beijing Institute of Technology & Megvii Technology Task Background 3D Object Detection in Understanding Autonomous Driving
