https://github.com/astrogilda/partial_conv-tensorflow

Simple Tensorflow implementation of "Partial Convolution based Padding" (partialconv)

https://github.com/astrogilda/partial_conv-tensorflow

Science Score: 10.0%

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Simple Tensorflow implementation of "Partial Convolution based Padding" (partialconv)

Basic Info
  • Host: GitHub
  • Owner: astrogilda
  • License: mit
  • Default Branch: master
  • Homepage:
  • Size: 5.68 MB
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  • Watchers: 1
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Fork of taki0112/partial_conv-Tensorflow
Created over 6 years ago · Last pushed over 7 years ago

https://github.com/astrogilda/partial_conv-Tensorflow/blob/master/

# PartialConv-Tensorflow
Simple Tensorflow implementation of [Partial Convolution based Padding](https://arxiv.org/abs/1811.11718)
![partial_conv](./assets/partial_conv.png)

## How to use
```python
  # typical convolution layer with zero padding
  x = conv(x, channels, kernel=3, stride=2, use_bias=True, padding='SAME', scope='conv')
  
  # partial convolution based padding
  x = partial_conv(x, channels, kernel=3, stride=2, use_bias=True, padding='SAME', scope='conv')

```
## Results
### Activation map
![activation_map](./assets/activation_map.png)

### ImageNet Classification
![classification](./assets/classification.png)


### Segmentation (DeepLab V3+)
![seg_1](./assets/segmentation_1.png)
![seg_2](./assets/segmentation_2.png)


## Author
Junho Kim

Owner

  • Name: Sankalp Gilda
  • Login: astrogilda
  • Kind: user
  • Location: Gainesville, FL

Machine Learning Engineer | Ph.D., Astronomy

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