Dynamic Routing Between Capsules(Hinton)
来源:互联网 发布:centos 升级glibc 编辑:程序博客网 时间:2024/05/17 02:27
先挖个坑,以后有时间来填。
ABSTRACT
A capsule is a group of neurons whose activity vector represents the instantiation parameters of a specific type of entity such as an object or object part. We use the length of the activity vector to represent the probability that the entity exists and its orientation to represent the instantiation paramters. Active capsules at one level make predictions, via transformation matrices, for the instantiation parameters of higher-level capsules. When multiple predictions agree, a higher level capsule becomes active. We show that a discrimininatively trained, multi-layer capsule system achieves state-of-the-art performance on MNIST and is considerably better than a convolutional net at recognizing highly overlapping digits. To achieve these results we use an iterative routing-by-agreement mechanism: A lower-level capsule prefers to send its output to higher level capsules whose activity vectors have a big scalar product with the prediction coming from the lower-level capsule. The final version of the paper is under revision to encorporate reviewers comments.
- Dynamic Routing Between Capsules(Hinton)
- Geoffrey Hinton《Dynamic Routing Between Capsules》理解
- 初读Geoffrey Hinton颠覆之作《Dynamic Routing Between Capsules》
- Dynamic Routing Between Capsules
- Dynamic Routing Between Capsules
- 论文笔记之Dynamic Routing Between Capsules
- Dynamic Routing Between Capsules学习资料总结
- Dynamic Routing Between Capsules 深度学习新方向-胶囊
- 胶囊间的动态路由(Dynamic Routing Between Capsules)翻译
- 极简笔记:Dynamic Routing Between Capsule
- 关于Hinton的capsules计划
- 一文读懂Hinton最新Capsules论文
- 一文读懂Hinton最新Capsules论文
- 如何看待 Hinton 那篇备受关注的Capsules论文?
- Dynamic DataSource Routing
- 一文读懂Hinton最新Capsules论文,CNN 未来向何处去
- Dynamic Routing for External Networks
- hinton
- linux之shell脚本学习
- 球赛排名问题
- 010-SDK框架之LYWSDKPlatform.cpp
- Apple-Clang编译器-arch参数
- centos 6.7安装pycharm
- Dynamic Routing Between Capsules(Hinton)
- 交叉编译器arm-linux-gcc
- 避免rm 的巨大伤害
- 统计学习方法笔记-K近邻(k-NN)
- hdoj 4109--Instrction Arrangement(topsort)
- adb 命令
- Docker容器技术介绍(一) --- Docker安装和简单使用
- Docker之Windows安装
- Oracle VM VirtualBox安装centos7