Class ImageAugmentationSettings
- Namespace
- AiDotNet.Augmentation
- Assembly
- AiDotNet.dll
Image-specific augmentation settings with industry-standard defaults.
public class ImageAugmentationSettings- Inheritance
-
ImageAugmentationSettings
- Inherited Members
Remarks
For Beginners: These settings control how images are transformed during training. Defaults are based on best practices from Albumentations and torchvision.
Properties
BrightnessRange
Gets or sets the brightness adjustment range.
public double BrightnessRange { get; set; }Property Value
Remarks
Default: 0.2 (+/- 20% brightness)
ContrastRange
Gets or sets the contrast adjustment range.
public double ContrastRange { get; set; }Property Value
Remarks
Default: 0.2 (+/- 20% contrast)
EnableColorJitter
Gets or sets whether color jitter (brightness, contrast, saturation) is enabled.
public bool EnableColorJitter { get; set; }Property Value
Remarks
Default: true
Randomly adjusts color properties to simulate different lighting conditions.
EnableCutMix
Gets or sets whether CutMix is enabled.
public bool EnableCutMix { get; set; }Property Value
Remarks
Default: false
Cuts a patch from one image and pastes it onto another. Often better than MixUp.
EnableCutout
Gets or sets whether Cutout/CoarseDropout is enabled.
public bool EnableCutout { get; set; }Property Value
Remarks
Default: false
Randomly masks out rectangular regions. Good for regularization.
EnableFlips
Gets or sets whether horizontal flip is enabled.
public bool EnableFlips { get; set; }Property Value
Remarks
Default: true (probability 0.5)
Mirrors the image left-to-right. Good for most tasks except where orientation matters.
EnableGaussianBlur
Gets or sets whether Gaussian blur is enabled.
public bool EnableGaussianBlur { get; set; }Property Value
Remarks
Default: false
Applies blur to simulate out-of-focus images or motion blur.
EnableGaussianNoise
Gets or sets whether Gaussian noise is enabled.
public bool EnableGaussianNoise { get; set; }Property Value
Remarks
Default: true
Adds random noise to simulate sensor noise or low-light conditions.
EnableMixUp
Gets or sets whether MixUp is enabled.
public bool EnableMixUp { get; set; }Property Value
Remarks
Default: false
Blends two images together with interpolated labels. Powerful regularizer.
EnableRotation
Gets or sets whether rotation is enabled.
public bool EnableRotation { get; set; }Property Value
Remarks
Default: true
Rotates the image by a random angle within the specified range.
EnableVerticalFlip
Gets or sets whether vertical flip is enabled.
public bool EnableVerticalFlip { get; set; }Property Value
Remarks
Default: false
Mirrors the image top-to-bottom. Usually only useful for satellite/medical images.
MixUpAlpha
Gets or sets the MixUp alpha parameter.
public double MixUpAlpha { get; set; }Property Value
Remarks
Default: 0.2
Controls the Beta distribution for mixing ratio. Lower = more original image.
NoiseStdDev
Gets or sets the standard deviation of Gaussian noise.
public double NoiseStdDev { get; set; }Property Value
Remarks
Default: 0.01 (for normalized images [0,1])
RotationRange
Gets or sets the rotation range in degrees.
public double RotationRange { get; set; }Property Value
Remarks
Default: 15.0 (degrees, +/- from horizontal)
For Beginners: A value of 15 means rotation between -15 and +15 degrees.
SaturationRange
Gets or sets the saturation adjustment range.
public double SaturationRange { get; set; }Property Value
Remarks
Default: 0.2 (+/- 20% saturation)
Methods
GetConfiguration()
Gets the configuration as a dictionary.
public IDictionary<string, object> GetConfiguration()