Image Augmentation

Why to Add Noise to Images for Machine Learning

We seek to build computer vision models [https://models.roboflow.ai] that generalize to as many real world situations as we can, even when we cannot anticipate them. It'

Why and How to Implement Random Crop Data Augmentation

We can’t capture a photo of what every object looks like in the real world. (Trying to find an image to prove the prior sentence is a fun paradox!

When to Use Grayscale as a Preprocessing Step

Grayscale allows our models to be more computationally efficient. So when **shouldn't** we grayscale our images?

What is Image Preprocessing and Augmentation?

Understanding image preprocessing and augmentation options is essential to making the most of your training data.