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1. Introduction Over the past few years, YOLOs have become the dominant paradigm in the field of real-time object detection due to its effective balance between computational cost and detection performance. Researchers have explored YOLO's architectural design, optimization goals, data expansion strategies, etc., and have made significant progress. At the same time, relying on non-maximum suppression (NMS) for post-processing hinders end-to-end deployment of YOLO and adversely affects inference latency. In YOLOs, the design of various components lacks comprehensive and thorough inspection, resulting in significant computational redundancy and limiting the capabilities of the model. It offers suboptimal efficiency, and relatively large potential for performance improvement. In this work, the goal is to further improve the performance efficiency boundary of YOLO from both post-processing and model architecture. to this end

Both Laravel and CodeIgniter support cloud platform deployment. Laravel provides native support out of the box, simplifying the deployment process. CodeIgniter requires additional configuration and modifications to run in a cloud environment.

When passing a map to a function in Go, a copy will be created by default, and modifications to the copy will not affect the original map. If you need to modify the original map, you can pass it through a pointer. Empty maps need to be handled with care, because they are technically nil pointers, and passing an empty map to a function that expects a non-empty map will cause an error.

Gate.io is a popular cryptocurrency exchange that users can use by downloading its installation package and installing it on their devices. The steps to obtain the installation package are as follows: Visit the official website of Gate.io, click "Download", select the corresponding operating system (Windows, Mac or Linux), and download the installation package to your computer. It is recommended to temporarily disable antivirus software or firewall during installation to ensure smooth installation. After completion, the user needs to create a Gate.io account to start using it.

Top 10 virtual currency trading apps rankings: 1. OKX, 2. Binance, 3. Gate.io, 4. Kraken, 5. Huobi, 6. Coinbase, 7. KuCoin, 8. Crypto.com, 9. Bitfinex, 10. Gemini. Security, liquidity, handling fees, currency selection, user interface and customer support should be considered when choosing a platform.

The top ten exchanges in the currency circle are ranked by trading volume: Binance Ouyihuobi FTXKrakenCoinbaseGeminiBitfinexBybitGate.io

In the digital asset space, Bitcoin, as a highly-anticipated cryptocurrency, has a growing demand for transactions. This article will explore the top ten Bitcoin trading platforms in the world, provide a comprehensive ranking list, and help readers choose the platform that best suits their trading needs.

C# is a modern, object-oriented programming language developed by Microsoft and as part of the .NET framework. 1.C# supports object-oriented programming (OOP), including encapsulation, inheritance and polymorphism. 2. Asynchronous programming in C# is implemented through async and await keywords to improve application responsiveness. 3. Use LINQ to process data collections concisely. 4. Common errors include null reference exceptions and index out-of-range exceptions. Debugging skills include using a debugger and exception handling. 5. Performance optimization includes using StringBuilder and avoiding unnecessary packing and unboxing.