论文名:Paying more attention to attention: improving the performance of convolutional neural networks via Attention Transfer 接受:ICLR2017 解决问题:为了提升学生网络的性能。 解决方案:提出了transferring attention, 目标是训练出的学生模型不仅预测精度更高,而且还需要让他们的特征图与教师网络的特征图相似。
PAYING MORE ATTENTION TO ATTENTION: IMPROVING THE PERFORMANCE OF CONVOLUTIONAL NEURAL NETWORKS VIA ATTENTION TRANSFERcugtyt.github.io/blog/papers/2019/0114 上面连接是原文 ABSTRACT 已经证明注意力在用人工智能网络的许多任务如计算机视觉和自然语言处理上有很重要的作用。本文展示了通过给CNN定义合适的注意力,...
The proposed method really just try to distill the summed squared(or other statistics e.g. summed lp norm) of activations in a hidden feature map.(link:Paying More Attention to Attention: Improving the Performance of...),作者回应说: 大意就是作者说,他认为的attention map就是展示了哪些输入对...
___ more attention, the problem could be solved easily. A. Paid B. To pay C. Paying D. Having paid 相关知识点: 试题来源: 解析 C。解析:“Paying more attention”表示“如果给予更多关注”,现在分词短语在这里表条件,相当于 If you pay more attention。反馈 收藏 ...
PAYINGMOREATTENTIONTOATTENTION: IMPROVINGTHEPERFORMANCEOFCONVOLUTIONAL NEURALNETWORKSVIAATTENTIONTRANSFER SergeyZagoruyko,NikosKomodakis Universit´eParis-Est, ´ EcoledesPontsParisTech Paris,France {sergey.zagoruyko,nikos.komodakis}@enpc.fr ABSTRACT Attentionplaysacriticalroleinhumanvisualexperience.Furthermore,...
代码:https://github.com/szagoruyko/attention-transfer 编辑:lzc 除了输出结果外,中间层中的某些特征也可以用以将知识从教师网络迁移到学生网络中。比如本文中提到的注意力特征图,其包括基于激活和基于梯度两种特征图。 基于激活: 将一个C*H*W的CNN三维激活张量,映射为一个H*W的二维张量,该二维张量便称之为...
People now are paying more attention to importance of ___ healthy diet and ___ active life. A. the; a; / B. the; a; an C. an; /; / D. /; a; an 相关知识点: 试题来源: 解析 B 【解析】本题考查冠词用法。解题步骤:1. 根据定冠词的基本用法,有介词短语和非谓语修饰的名词前面通...
Paying more attention to attention Paying more attention to attention: Improving the performance of convolutional neural networks via Attention Transfer发布于ICLR 2017。 它们的动机与 知识蒸馏方法的演进历史综述 性能 回过头看看,使用单点给出hints的选择不是最优的。随后的许多论文都试图改进这些hints。
《Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer》S Zagoruyko, N Komodakis [Universite Paris-Est, Ecole des Ponts ParisTech] (2016) O网页链接 长图 标签: 论文 ...
pay attention to注意;留意(to是介词)[教材P44原句]People now arepaying more attention tothe importance of a healthy diet and an active life.人们现在对于健康饮食和积极的生活给予了更多的重视。①You must pay attention to the teacher.Do not let your attention wander.你必须专心听老师讲课,不要分散注...