本文将使用2024的DynamicConv助力YOLOv10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。
改进前和改进后参数量对比：
目录
一 DynamicConv
2024年1
【YOLOv10改进[CONV]】2024年的DynamicConv助力YOLOv10目标检测效果 + 含全部代码和详细修改方式 + 手撕结构图 + 全网首发
2024-06-12 23:04:01 32 阅读
![【<span style='color:red;'>YOLOv</span>8<span style='color:red;'>改进</span>[<span style='color:red;'>CONV</span>]】<span style='color:red;'>2024</span><span style='color:red;'>的</span><span style='color:red;'>DynamicConv</span><span style='color:red;'>助力</span><span style='color:red;'>YOLOv</span>8<span style='color:red;'>目标</span><span style='color:red;'>检测</span><span style='color:red;'>效果</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/8f68a72128f14b169d778e563b93c5f0.png)
![【<span style='color:red;'>YOLOv</span>8<span style='color:red;'>改进</span>[<span style='color:red;'>CONV</span>]】SPDConv<span style='color:red;'>助力</span><span style='color:red;'>YOLOv</span>8<span style='color:red;'>目标</span><span style='color:red;'>检测</span><span style='color:red;'>效果</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/88836ed3e32440c08d4948201c2816c8.png)
![【<span style='color:red;'>YOLOv</span>8<span style='color:red;'>改进</span>[<span style='color:red;'>CONV</span>]】轻量级架构AKConv<span style='color:red;'>助力</span><span style='color:red;'>YOLOv</span>8<span style='color:red;'>目标</span><span style='color:red;'>检测</span><span style='color:red;'>效果</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> + 有效涨点](https://img-blog.csdnimg.cn/direct/6f752716dc764a75955917b7f35a4bcd.png)
![【<span style='color:red;'>YOLOv</span>8<span style='color:red;'>改进</span>[<span style='color:red;'>CONV</span>]】使用<span style='color:red;'>DynamicConv</span>二次创新C2f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;'>10</span><span style='color:red;'>改进</span>[注意力]】使用iRMB倒置残差块注意力(<span style='color:red;'>2023</span>.8)<span style='color:red;'>改进</span>C2f+ <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;'>10</span><span style='color:red;'>改进</span>[注意力]】使用注意力MLCA<span style='color:red;'>改进</span>C2f + <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>9<span style='color:red;'>改进</span>[<span style='color:red;'>Conv</span>]】使用<span style='color:red;'>YOLOv</span><span style='color:red;'>10</span><span style='color:red;'>的</span>空间通道解耦下采样SCDown模块替换部分<span style='color:red;'>CONv</span><span style='color:red;'>的</span>实践 + <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>内容](https://img-blog.csdnimg.cn/direct/377b09c1a819423c80c1dbedb9cc964e.png)
