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auto-text-removal

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Automatic Text Removal using CRAFT and LaMa

// repository documentation

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# Auto Text Removal
Auto text removal using CRAFT to detect the text and LaMa to remove the text. Highly motivated by [`auto-lama`](https://github.com/andy971022/auto-lama) which do object detection + LaMa.

## Implementation pipeline
![pipeline](https://raw.githubusercontent.com/liawifelix/auto-text-removal/master/assets/image_1.png)
Applying LaMa multiple times with bigger mask creates a better result.

## How to use it
1. Clone this repository
2. Setup and download CRAFT model. Please see the official repo for the detail. Please put the downloaded model under [`CRAFT-pytorch`](https://github.com/clovaai/CRAFT-pytorch) folder. 
3. Setup and download LaMa model. Please see the official repo for the detail. Please put the downloaded model under [`LaMa`](https://github.com/advimman/lama) folder.
4. Put your input images to `images` folder
5. Run the program
```
bash script/predict_and_inpaint.sh
``` 
or
```
bash script/predict_and_inpaint.sh 5
``` 
indicating repeat LaMa 5 times (default 3 times)

> Output will be located at `results` folder and result from every repetition will located at `each_step_results` folder

## Result
Before ([Photo source](https://unsplash.com/photos/z1d-LP8sjuI))
![before](https://raw.githubusercontent.com/liawifelix/auto-text-removal/master/assets/image_2.jpg)
After
![after](https://raw.githubusercontent.com/liawifelix/auto-text-removal/master/assets/image_3.png)

## Note
I do a little modification to [`CRAFT-pytorch`](https://github.com/clovaai/CRAFT-pytorch) original code to fit my usage requirement.

## Contributor
Anyone who want to help is welcomed :D. Just open an issue or a PR.

## Acknowledgements
- [`CRAFT-pytorch`](https://github.com/clovaai/CRAFT-pytorch) for text detection
- [`LaMa`](https://github.com/advimman/lama) for object(text) removal

## License
I am not really clear about the license I should use for this repo. https://github.com/advimman/lama use Apache-2.0 license while https://github.com/clovaai/CRAFT-pytorch use MIT license. Feel free to open an issue if you think the license that I use (MIT license) to label this repo is incorrect.

auto-text-removal

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