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# System prepended metadata

title: CELEB-A MakeUP

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# CELEB-A MakeUP

*Last edited: 11 Feb 2020, by Thao*

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# TL; DR

Input: 

| Input    | 202.599   | 218x178x3 |
| -------- | --------  |-----------|
| Makeup   | 2.629.601 | 256x256x3 |
| Makeup style | 13    | 256x256x3 |
| Ration     | 12.98   |
| False imgs | 322     |

**Folder link**: `dalat` server

- Original dataset: `/home/thaontp79/makeup/BeautyGAN/celeba/Img/img_align_celeba`
- Makeup Result: `/home/thaontp79/makeup/BeautyGAN/celeba/makeup`
- Bbox file: `/home/thaontp79/makeup/BeautyGAN/bbox.pkl`

### Dataset

[CelebA](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html):
- In-the-Wild Images
- **Align&Cropped Images**: Used this dataset
> Notes (how they created Algin&Cropped Images)
>1. Images are first roughly aligned using similarity transformation according to the two eye locations;
>2. Images are then resized to 218*178;
>3. Please unzip "img_align_celeba_png.7z.*" together

### Flow

1. Crop faces and re-algin [MTCNN](https://github.com/ipazc/mtcnn)
2. MakeUp and Segmentation (background) [BeatyGAN](https://github.com/Honlan/BeautyGAN) & [Face_Makeup](https://github.com/zllrunning/face-parsing.PyTorch)

### Results

##### Makeup styles: 13 styles
![](https://i.imgur.com/H1nhktN.png)
![](https://i.imgur.com/NuHVC6s.png)
![](https://i.imgur.com/78nx3S3.png)

##### CelebA: 200K images: Original dataset

<!-- ![](https://i.imgur.com/AGtTrMB.png) -->
![](https://i.imgur.com/gVMDNHQ.png)
![](https://i.imgur.com/PU8X8wM.png)
![](https://i.imgur.com/EsYzJOD.png)

##### CelebA + Makeup: 2,6M images

![](https://i.imgur.com/aazChXH.png)
![](https://i.imgur.com/A9CAjOU.png)
![](https://i.imgur.com/dN1hFte.png)
![](https://i.imgur.com/vgU8ROH.png)
![](https://i.imgur.com/QHoKytV.png)
![](https://i.imgur.com/GQGH2fz.png)
![](https://i.imgur.com/xXbc7eC.png)
![](https://i.imgur.com/qa7v3ls.png)

##### False Images: 322 images

Cant makeup for these images because we cant detect **faces** (MTCNN)
![](https://i.imgur.com/gebX3rM.png)
![](https://i.imgur.com/sSNaavQ.png)
![](https://i.imgur.com/SP5kKXO.png)
![](https://i.imgur.com/BDmpkG0.png)
![](https://i.imgur.com/hAmlQ1G.png)
![](https://i.imgur.com/gIoFbpL.png)
![](https://i.imgur.com/14aLzGu.png)
![](https://i.imgur.com/eHSg2Qj.png)
![](https://i.imgur.com/BtU0eLL.png)
![](https://i.imgur.com/OgObfnb.png)



























