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论文阅读笔记 | 分类网络——ConvMixer

paper：Patches Are All You Needcode：https://github.com/tmp-iclr/convmixer（目前文章还处理盲审阶段）摘要：多年来卷积网络一直是视觉任务的主要架构，但最近的实验表明，基于Transformer的模型，尤其是vision...

论文阅读笔记 | 分类网络——ParNet

paper：NON-DEEP NETWORKScode：https://github.com/imankgoyal/NonDeepNetworks摘要：深度是深度神经网络的标志，但深度越大意味着顺序计算越多延迟也越大。这就引出了一个问题——是否有可能构建高性能的“非深度”神经网络？为了做到这一点，我...

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论文阅读笔记 | 目标检测算法——DCN(可变形卷积网络)

paper：Deformable Convolutional Networks摘要：卷积神经网络由于其构建模块中固定的几何结构，本质上受限于模型几何变换。为了提高卷积神经网络的转换建模能力，作者提出了两个模块：可变形卷积（deformable convolution）和可变形RoI池（...

论文笔记系列：主干网络（二）-- DenseNet

稠密连接卷积神经网络Densely Connected Concolutional Networks前言: DenseNet(Densely connected convolutional networks) 模型，它的基本思路与ResNet一致，但是它建立的是前面所有层与后面层的密集连接（dens...

论文笔记系列：主干网络（一）-- ResNet

论文结构摘要：深度网络训练难；残差网络可训练1000层网络；成就。1. Introduction：提出深层网络存在模型退化问题；分析问题并提出残差学习策略、2. Related Work：列举残差学习应用例子；单独用一段对比Highway Network。3. Deep Residual Le...

行为识别论文笔记之多纤维网络 | ECCV 2018

雷锋网 AI 科技评论按：本文为上海交通大学林天威为雷锋网 AI 科技评论撰写的独家稿件，未经许可不得转载。行为识别/视频分类是视频理解领域的重要方向。之前该方向的深度学习方法大致可以分为两个大类：一类是双流网络，即以 RGB 图像和光流图像作为 2D 网络两个分支的输入，再在网络的某处进行融合，...

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