yolov8主干卷积网络的相关内容

文章 2024-07-27 来自：开发者社区

【YOLOv8改进 - Backbone主干】ShuffleNet V2：卷积神经网络（CNN）架构

YOLOv8目标检测创新改进与实战案例专栏专栏目录： YOLOv8有效改进系列及项目实战目录包含卷积，主干注意力，检测头等创新机制以及各种目标检测分割项目实战案例专栏链接: YOLOv8基础解析+创新改进+实战案例介绍摘要在ShuffleNet v2的文章中作者指出现在普遍采用的FLOPs评估模型性能是非常不合理的，因为一批样本的训练时间除了看FLOP...

文章 2024-07-27 来自：开发者社区

【YOLOv8改进 - Backbone主干】FasterNet：基于PConv（部分卷积）的神经网络，提升精度与速度，降低参数量。

YOLOv8目标检测创新改进与实战案例专栏专栏目录： YOLOv8有效改进系列及项目实战目录包含卷积，主干注意力，检测头等创新机制以及各种目标检测分割项目实战案例专栏链接: YOLOv8基础解析+创新改进+实战案例介绍摘要为了设计快速的神经网络，许多研究工作集中在减少浮点运算次数（FLOPs）。我们观察到，尽管减少FLOPs确实带来了一定的性能提升，但...

文章 2024-07-27 来自：开发者社区

【YOLOv8改进 - Backbone主干】EfficientRep：一种旨在提高硬件效率的RepVGG风格卷积神经网络架构

YOLOv8目标检测创新改进与实战案例专栏专栏目录： YOLOv8有效改进系列及项目实战目录包含卷积，主干注意力，检测头等创新机制以及各种目标检测分割项目实战案例专栏链接: YOLOv8基础解析+创新改进+实战案例介绍摘要摘要——我们提出了一种硬件高效的卷积神经网络架构，具有类似 RepVGG 的架构。FLOPs 或参数是传统的评估网络效率的指标，但它们对...

文章 2024-07-24 来自：开发者社区

【YOLOv8改进- Backbone主干】BoTNet：基于Transformer，结合自注意力机制和卷积神经网络的骨干网络

YOLOv8目标检测创新改进与实战案例专栏专栏目录： YOLOv8有效改进系列及项目实战目录包含卷积，主干注意力，检测头等创新机制以及各种目标检测分割项目实战案例专栏链接: YOLOv8基础解析+创新改进+实战案例介绍摘要我们提出了BoTNet，这是一种概念上简单但功能强大的骨干架构，结合了自注意力机制，用于图像分类、目标检测和实例分割等多个计算机视...

文章 2024-02-07 来自：开发者社区

YOLOv8改进 | 主干篇 | ConvNeXtV2全卷积掩码自编码器网络

一、本文介绍本文给大家带来的改进机制是ConvNeXtV2网络，ConvNeXt V2是一种新型的卷积神经网络架构，它融合了自监督学习技术和架构改进，特别是加入了全卷积掩码自编码器框架和全局响应归一化（GRN）层。我将其替换YOLOv8的特征提取网络，用于提取更有用的特征。经过我的实验该主干网络确实能够涨点在大中小三种物体检测上，同时该主干网络也提供多种版本，大家可以在源代码中进行修改...

文章 2024-02-07 来自：开发者社区

YOLOv8改进主干 -> ConvNeXtV2全卷积掩码自编码器网络

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更新时间 2024-07-28 09:57:51

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