# Image Recognition Bypass for Machine Learning

We can trick image recognizer or classifier by adding filters or obfuscating an image.

### Blurring <a href="#blurring" id="blurring"></a>

```shellscript
from PIL import Image
from PIL import ImageFilter

img = Image.open("example.png")

# Box blur
img1 = img.filter(ImageFilter.BoxBlur(5))
# Gaussian blur
img2 = img.filter(ImageFilter.GaussianBlur(5))
# Median filter
img3 = img.filter(ImageFilter.MedianFilter(size=5))
# Rank filter
img4 = img.filter(ImageFilter.RankFilter(size=13, rank=5))
```

### Cropping/Rotating <a href="#croppingrotating" id="croppingrotating"></a>

```shellscript
from PIL import Image
from PIL import ImageFilter

img = Image.open("example.png")
img = img.resize((512, 512))

img1 = img.crop((0, 0, 300, 280)).rotate(-60)
```