融合轻量网络的相关内容

文章 2024-10-30 来自：开发者社区

【YOLO11改进 - C3k2融合】C3k2融合YOLO-MS的MSBlock : 分层特征融合策略，轻量化网络结构

介绍摘要我们旨在为目标检测领域提供一种高效且性能卓越的目标检测器，称为YOLO-MS。其核心设计基于一系列调查研究，关于不同核心大小的卷积如何影响不同尺度物体的检测性能。研究结果是一种新策略，能够显著增强实时目标检测器的多尺度特征表示能力。为验证我们策略的有效性，我们构建了一个网络架构，命名为YOLO-MS。我们从零开始在...

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.....

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更新时间 2024-10-31 09:12:30

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