Struct ImageNormalizer 

pub struct ImageNormalizer<State = Untrained> { /* private fields */ }

Image normalizer for preprocessing image data

Implementations

impl ImageNormalizer<Untrained>

pub fn new() -> Self

Create a new image normalizer

pub fn with_strategy(self, strategy: ImageNormalizationStrategy) -> Self

Set normalization strategy

pub fn with_range(self, range: (Float, Float)) -> Self

Set range for min-max normalization

pub fn with_channel_wise(self, channel_wise: bool) -> Self

Enable/disable channel-wise normalization

pub fn with_epsilon(self, epsilon: Float) -> Self

Set epsilon for numerical stability

Trait Implementations

impl<State: Clone> Clone for ImageNormalizer<State>

fn clone(&self) -> ImageNormalizer<State>

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl<State: Debug> Debug for ImageNormalizer<State>

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Estimator for ImageNormalizer<Untrained>

type Config = ImageNormalizerConfig

Configuration type for the estimator

type Error = SklearsError

Error type for the estimator

type Float = f64

The numeric type used by this estimator

fn config(&self) -> &Self::Config

Get estimator configuration

fn validate_config(&self) -> Result<(), SklearsError>

Validate estimator configuration with detailed error context

fn check_compatibility( &self, n_samples: usize, n_features: usize, ) -> Result<(), SklearsError>

Check if estimator is compatible with given data dimensions

fn metadata(&self) -> EstimatorMetadata

Get estimator metadata

impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 3]>>, ()> for ImageNormalizer<Untrained>

type Fitted = ImageNormalizerFitted

The fitted model type

fn fit(self, x: &Array3<Float>, _y: &()) -> Result<Self::Fitted>

Fit the model to the provided data with validation

fn fit_with_validation( self, x: &X, y: &Y, _x_val: Option<&X>, _y_val: Option<&Y>, ) -> Result<(Self::Fitted, FitMetrics), SklearsError>

where Self: Sized,

Fit with custom validation and early stopping