本文将进行使用注意力iRMB改进C2f的实践，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。
改进前和改进后的参数对比：
目录
【YOLOv10改进[注意力]】使用iRMB倒置残差块注意力(2023.8)改进C2f+ 含全部代码和详细修改方式 + 手撕结构图
2024-07-12 18:40:05 21 阅读
![【<span style='color:red;'>YOLOv</span><span style='color:red;'>10</span><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>MLCA<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>8<span style='color:red;'>改进</span>[<span style='color:red;'>注意力</span>]】<span style='color:red;'>使用</span>MLCA混合局部通道<span style='color:red;'>注意力</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/4fd1c0c2810140eb810f318d32f8f727.png)
![【<span style='color:red;'>YOLOv</span>8<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;'>10</span><span style='color:red;'>改进</span>[CONV]】2024年的DynamicConv助力<span style='color:red;'>YOLOv</span><span style='color:red;'>10</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> + 全网首发](https://img-blog.csdnimg.cn/direct/fd4cf676df104df2911e12ffcb18b022.png)
![【<span style='color:red;'>YOLOv</span>8<span style='color:red;'>改进</span>[CONV]】2024的DynamicConv助力<span style='color:red;'>YOLOv</span>8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>8<span style='color:red;'>改进</span>[CONV]】SPDConv助力<span style='color:red;'>YOLOv</span>8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>8<span style='color:red;'>改进</span>[CONV]】轻量级架构AKConv助力<span style='color:red;'>YOLOv</span>8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)
