gsconv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....

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更新时间 2025-02-10 12:21:15

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