Dynamic Routing Between Capsules STAT946: Difference between revisions

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\begin{align}
\begin{align}
v_j = \frac{||s_j||}{1+||s_j||}\frac{s_j}{||s_j||}
v_j = \frac{||s_j||^2}{1+||s_j||^2}\frac{s_j}{||s_j||}
\end{align}
\end{align}



Revision as of 21:54, 1 April 2018

Presented by

Yang, Tong(Richard)

Introduction

Hinton's Critiques on CNN

Mathematical Representations

Capsule

\begin{align} s_j = c_{ij}u_{j|i} \end{align}

Two Key Features of Capsule Network

Squashing

\begin{align} v_j = \frac{||s_j||^2}{1+||s_j||^2}\frac{s_j}{||s_j||} \end{align}

Routing By Agreement

Empirical Results

MINST

MultiMNIST