本文将进行在YOLOv8中使用MLCA混合局部通道注意力改进c2f 的实践，助力YOLOv8目标检测效果的实践，文中含全部代码、详细修改方式以及手撕结构图。助您轻松理解改进的方法。
改进前和改进后的参数对比：
目录
【YOLOv8改进[注意力]】使用MLCA混合局部通道注意力改进c2f + 含全部代码和详细修改方式 + 手撕结构图
2024-06-18 15:42:04 29 阅读
![【<span style='color:red;'>YOLOv</span>10<span style='color:red;'>改进</span>[<span style='color:red;'>注意力</span>]】<span style='color:red;'>使用</span><span style='color:red;'>注意力</span><span style='color:red;'>MLCA</span><span style='color:red;'>改进</span><span style='color:red;'>C</span><span style='color:red;'>2</span><span style='color:red;'>f</span> + <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span>](https://img-blog.csdnimg.cn/direct/72fdccaa605c4bb88d16bd92bde4bee4.png)
![【<span style='color:red;'>YOLOv</span>10<span style='color:red;'>改进</span>[<span style='color:red;'>注意力</span>]】<span style='color:red;'>使用</span>iRMB倒置残差块<span style='color:red;'>注意力</span>(2023.<span style='color:red;'>8</span>)<span style='color:red;'>改进</span><span style='color:red;'>C</span><span style='color:red;'>2</span><span style='color:red;'>f</span>+ <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span>](https://i-blog.csdnimg.cn/direct/d913ab0e9c364cb9816ff6f0fce728ea.png)
![【<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span><span style='color:red;'>改进</span>[CONV]】<span style='color:red;'>使用</span>DynamicConv二次创新<span style='color:red;'>C</span><span style='color:red;'>2</span><span style='color:red;'>f</span>模块实现轻量化 + <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span>](https://img-blog.csdnimg.cn/direct/4bc21b1bd76c494c827f81157ae8cd43.png)
![【<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span><span style='color:red;'>改进</span>[CONV]】2024的DynamicConv助力<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span>目标检测效果 + <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span>](https://img-blog.csdnimg.cn/direct/8f68a72128f14b169d778e563b93c5f0.png)
![【<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span><span style='color:red;'>改进</span>[CONV]】SPDConv助力<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span>目标检测效果 + <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span>](https://img-blog.csdnimg.cn/direct/88836ed3e32440c08d4948201c2816c8.png)
![【<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span><span style='color:red;'>改进</span>[CONV]】轻量级架构AKConv助力<span style='color:red;'>YOLOv</span><span style='color:red;'>8</span>目标检测效果 + <span style='color:red;'>含</span><span style='color:red;'>全部</span><span style='color:red;'>代码</span><span style='color:red;'>和</span><span style='color:red;'>详细</span><span style='color:red;'>修改</span><span style='color:red;'>方式</span> + <span style='color:red;'>手</span><span style='color:red;'>撕</span><span style='color:red;'>结构图</span> + 有效涨点](https://img-blog.csdnimg.cn/direct/6f752716dc764a75955917b7f35a4bcd.png)
