mediapipe_model_maker.face_stylizer.face_stylizer.loss_functions.ImagePerceptualQualityLoss

Image perceptual quality loss.

Main aliases

mediapipe_model_maker.face_stylizer.face_stylizer.face_stylizer_options.model_opt.loss_functions.ImagePerceptualQualityLoss, mediapipe_model_maker.face_stylizer.face_stylizer.model_opt.loss_functions.ImagePerceptualQualityLoss, mediapipe_model_maker.face_stylizer.face_stylizer_options.model_opt.loss_functions.ImagePerceptualQualityLoss, mediapipe_model_maker.face_stylizer.model_options.loss_functions.ImagePerceptualQualityLoss

 
mediapipe_model_maker.face_stylizer.face_stylizer.loss_functions.ImagePerceptualQualityLoss(
    loss_weight: Optional[mediapipe_model_maker.face_stylizer.face_stylizer.loss_functions.PerceptualLossWeight] = None,
    reduction: tf.keras.losses.Reduction = tf.keras.losses.Reduction.NONE
)

It obtains a weighted loss between the VGGPerceptualLoss and L1 loss.

Methods

from_config

@classmethod
from_config(
    config
)

Instantiates a Loss from its config (output of get_config()).

Args
config Output of get_config().

Returns
A Loss instance.

get_config

get_config()

Returns the config dictionary for a Loss instance.

__call__

View source

__call__(
    img1: tf.Tensor, img2: tf.Tensor
) -> tf.Tensor

Computes image perceptual quality loss.