Augmentation Types

Roboflow offers the following augmentation types. Each can be configured when creating a dataset version.

• Flip -- Randomly flip an image vertically or horizontally.
• 90 Rotate -- Randomly rotate an image 90 or 180 degrees.
• Crop -- Randomly create a subset of an image.
• Rotation -- Randomly rotate an image clockwise or counter-clockwise.
• Shear -- Randomly distort an image across its horizontal or vertical axis.
• Grayscale -- Probabilistically apply grayscale to a subset of images.
• Hue -- Randomly adjust image colors by rotating hues.
• Saturation -- Randomly adjust the vibrancy of image colors.
• Brightness -- Add variability to image brightness.
• Exposure -- Adjust the gamma exposure of an image.
• Blur -- Add random Gaussian blur.
• Noise -- Inject random salt and pepper noise.
• Cutout -- Randomly replace portions of an image with black boxes (Enhanced).
• Mosaic -- Combine multiple images into one (Enhanced).
• Motion Blur -- Apply directional blur to simulate motion.
• Camera Gain -- Simulate camera sensor noise.