卷积轻量网络的相关内容

文章 2025-02-09 来自：开发者社区

RT-DETR改进策略【Neck】| GSConv+Slim Neck：混合深度可分离卷积和标准卷积的轻量化网络设计

一、本文介绍本文记录的是利用GsConv优化RT-DETR的颈部网络。深度可分离卷积（DSC）在轻量级模型中被广泛使用，但其在计算过程中会分离输入图像的通道信息，导致特征表示能力明显低于标准卷积（SC），而GsConv采用混合策略，使DSC的输出通过打乱特征更接近SC，从而优化模型的性能。本文利用GsConv+Slim Neck改进RT-DETR的颈部网络，==使其在提升特征表示能力的同时降低....

文章 2025-02-07 来自：开发者社区

YOLOv11改进策略【Neck】| GSConv+Slim Neck：混合深度可分离卷积和标准卷积的轻量化网络设计

一、本文介绍本文记录的是利用GsConv优化YOLOv11的颈部网络。深度可分离卷积（DSC）在轻量级模型中被广泛使用，但其在计算过程中会分离输入图像的通道信息，导致特征表示能力明显低于标准卷积（SC），而GsConv采用混合策略，使DSC的输出通过打乱特征更接近SC，从而优化模型的性能。本文利用GsConv+Slim Neck改进YOLOv11的颈部网络，==使其在提升特征表示能力的同时降低....

文章 2024-05-23 来自：开发者社区

YOLOv8改进 | 融合模块 | 用Resblock+CBAM卷积替换Conv【轻量化网络】

本专栏所有程序均经过测试，可成功执行在目标检测领域内，尽管YOLO系列的算法傲视群雄，但在某些方面仍然存在改进的空间。在YOLOv8提取特征的时候，由于卷积的缘故，会导致很多信息的丢失。而凯明大神的神作resnet可以减少信息的丢失。本文给大家带来的教程是将原来的Conv替换为Resblock+CBAM。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.....

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.....

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更新时间 2025-02-10 13:40:18

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