yolov11网络cvpr骨干的相关内容

文章 2025-02-04 来自：开发者社区

YOLOv11改进策略【Backbone/主干网络】| CVPR 2024替换骨干网络为 UniRepLKNet，解决大核 ConvNets 难题

一、本文介绍本文记录的是基于UniRepLKNet的YOLOv11骨干网络改进方法研究。UniRepLKNet提出了独特的大核设计能有效捕捉图像特征，在多模态任务中展现出强大的通用感知能力。将UniRepLKNet应用到YOLOv11的骨干网络中，提升YOLOv11在目标检测任务中的精度和效率。本文在YOLOv11的基础上配置了原论文中unireplknet_a, unireplknet_....

文章 2025-02-04 来自：开发者社区

YOLOv11改进策略【Backbone/主干网络】| CVPR 2024 替换骨干网络为 RMT，增强空间信息的感知能力

一、本文介绍本文记录的是将RMT应用于YOLOv11骨干网络的改进方法研究。RMT通过构建基于曼哈顿距离的空间衰减矩阵，引入显式空间先验，同时提出新的注意力分解形式，在不破坏空间衰减矩阵的前提下，以线性复杂度对全局信息进行稀疏建模。将RMT融入YOLOv11的骨干网络，能够有效提升其对图像空间信息的感知能力，在减少计算量的同时增强特征提取效果，进而提高YOLOv11在各项任务中的准确性与效率 ....

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更新时间 2025-02-06 15:11:29

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