yolov5卷积网络的相关内容

文章 2024-05-20 来自：开发者社区

YOLOv5改进 | 卷积模块 | 用ShuffleNetV2卷积替换Conv【轻量化网络】

本专栏所有程序均经过测试，可成功执行在YOLOv5的GFLOPs计算量中，卷积占了其中大多数的比列，为了减少计算量，研究人员提出了用ShuffleNetV2代替Conv。本文给大家带来的教程是将原来的Conv替换为ShuffleNetV2。文章在介绍主要的原理后，将手把手教学如何进行模块的代码添加和修改，并将修改后的完整代码放在文章的最后，方便大家一键运行，小白也可轻松上手实践。以帮助您.....

文章 2024-02-07 来自：开发者社区

YOLOv5改进 | 主干篇 | ConvNeXtV2全卷积掩码自编码器网络

一、本文介绍本文给大家带来的改进机制是ConvNeXtV2网络，ConvNeXt V2是一种新型的卷积神经网络架构，它融合了自监督学习技术和架构改进，特别是加入了全卷积掩码自编码器框架和全局响应归一化（GRN）层。我将其替换YOLOv5的特征提取网络，用于提取更有用的特征。经过我的实验该主干网络确实能够涨点在大中小三种物体检测上，同时该主干网络也提供多种版本，大家可以在源代码中进行修改...

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更新时间 2024-05-21 20:57:04

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