Copy Paste positive polyp using poisson image blending for medical image segmentation

According poisson image blending I’ve completely used it for biomedical image segmentation to increase dataset. Because Polyps segementation dataset does not enough have.
Wheares there are many tasks in medical using image to diagnose. This will help the doctors reduce time and pressure πŸ’ͺ


1. Some examples of PIB copy paste

image

β€’ I think this type is so cool!
You can see new image after copy paste really like a real picture πŸ˜„


2. How to run

git clone https://github.com/hungk64it1x/PIB-for-medical-image

install requirements

pip install -r requirements.txt

or for Linux

sudo apt install -r requirements.txt

after that you should modify the image source (contain positive region) in file run.py from line 84 -> 89 because my implement that for Kvasir, Colon, Etis, Clinic and EndoScene dataset.

Finally run run.py to generate copy image:

python3 run.py --image_dir [directory of image] --mask_dir [directory of mask] --save_image_dir [path save images] --save_mask_dir [path save masks] --num_images [number of image to generate]

3. Acknowledgement

This research was implemented when I was in a research group funded by Vingroup Innovation Foundation conducted by PhD Sang D.V in HUSTπŸ˜„


4. References

GitHub

View Github