https://github.com/loaiabdalslam/fc

Face enhancer‏ - Denoising Auto Encoder by Tensorflow and Keras and skimage
https://github.com/loaiabdalslam/fc

auto-encoder deep-learning image-processing machine-learning remini tensorflow

Last synced: 10 days ago
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Face enhancer‏ - Denoising Auto Encoder by Tensorflow and Keras and skimage

• Host: GitHub
• URL: https://github.com/loaiabdalslam/fc
• Owner: loaiabdalslam
• Created: 2020-02-15T03:27:54.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2022-03-08T03:38:20.000Z (almost 3 years ago)
• Last Synced: 2023-02-26T05:22:05.973Z (almost 2 years ago)
• Topics: auto-encoder, deep-learning, image-processing, machine-learning, remini, tensorflow
• Language: Jupyter Notebook
• Size: 6.16 MB
• Stars: 46
• Watchers: 4
• Forks: 10
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

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README

        
# Auto Face Photo Encaher 

It is a simple example of how restructuring and Denosing works within the Auto Encoderes model , we used the dataset of faces you can reach it from [Download Link](https://drive.google.com/drive/u/0/folders/1tZUcXDBeOibC6jcMCtgRRz67pzrAHeHL)

by [Tero Karras](https://research.nvidia.com/person/tero-karras)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/loaiabdalslam/FC/blob/master/face-enhancer%E2%80%8F.ipynb)

# Requirements

- [tensorflow](tensorflow.org)

- [keras](http://keras.io/) 

- [open cv](https://pypi.org/project/opencv-python/) 

# Table Of Contents

-  Importing Data

-  Nosie Fliters using skimage

-  Image2Image Auto Encoder

-  HyperParams Tunning Tips

# MLP Encoder

![Results](./media/model.png)

# Results

![Results](./media/res1.png)

![Results](./media/res2.png)

![Results](./media/res3.png)

![Results](./media/res4.png)

# Contributing

Any kind of enhancement or contribution is welcomed.