CapsNet

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# CapsNet

## Geoffrey Hinton's paper 
* [Dynamic Routing Between Capsules](https://arxiv.org/abs/1710.09829)  
* [MATRIX CAPSULES WITH EM ROUTING](https://openreview.net/pdf?id=HJWLfGWRb)

## Result

#### 1. Reconstruction) 
> Just run runner.recons_random() as show in Run

![Reconstruction](https://raw.githubusercontent.com/alisure-ml/CapsNet/master/readme/result_no_y.bmp)

#### 2. Paper 5.1: What the individual dimensions of a capsule represent
> Just run runner.recons_random_slow() as show in Run

**Each row shows there construction when one of the 16 dimensions in the DigitCaps representation is tweaked by intervals of 1/63 in the range [−0.5,0.5], the leftmost col was not tweaked.**  
![Reconstruction](https://raw.githubusercontent.com/alisure-ml/CapsNet/master/readme/random_2_0.01587.bmp)

## Run
![main](https://raw.githubusercontent.com/alisure-ml/CapsNet/master/readme/main.png)

## Data
* mnist

## Reference
* [naturomics/CapsNet-Tensorflow](https://github.com/naturomics/CapsNet-Tensorflow)

CapsNet

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