Set of tools for real-time data augmentation on image data.
Classes
class DirectoryIterator
: Iterator capable of reading images from a directory on disk.class ImageDataGenerator
: Generate batches of tensor image data with real-time data augmentation.class Iterator
: Base class for image data iterators.class NumpyArrayIterator
: Iterator yielding data from a Numpy array.
Functions
apply_affine_transform(...)
: Applies an affine transformation specified by the parameters given.apply_brightness_shift(...)
: Performs a brightness shift.apply_channel_shift(...)
: Performs a channel shift.array_to_img(...)
: Converts a 3D Numpy array to a PIL Image instance.img_to_array(...)
: Converts a PIL Image instance to a Numpy array.load_img(...)
: Loads an image into PIL format.random_brightness(...)
: Performs a random brightness shift.random_channel_shift(...)
: Performs a random channel shift.random_rotation(...)
: Performs a random rotation of a Numpy image tensor.random_shear(...)
: Performs a random spatial shear of a Numpy image tensor.random_shift(...)
: Performs a random spatial shift of a Numpy image tensor.random_zoom(...)
: Performs a random spatial zoom of a Numpy image tensor.save_img(...)
: Saves an image stored as a Numpy array to a path or file object.