tf.image.resize_with_crop_or_pad

Crops and/or pads an image to a target width and height.

View aliases

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.image.resize_image_with_crop_or_pad, tf.compat.v1.image.resize_with_crop_or_pad

tf.image.resize_with_crop_or_pad(
    image, target_height, target_width
)

Used in the notebooks

Used in the tutorials
Data augmentation

Resizes an image to a target width and height by either centrally cropping the image or padding it evenly with zeros.

If width or height is greater than the specified target_width or target_height respectively, this op centrally crops along that dimension. If width or height is smaller than the specified target_width or target_height respectively, this op centrally pads with 0 along that dimension.

Args:

• image: 4-D Tensor of shape [batch, height, width, channels] or 3-D Tensor of shape [height, width, channels].
• target_height: Target height.
• target_width: Target width.

Raises:

• ValueError: if target_height or target_width are zero or negative.

Returns:

Cropped and/or padded image. If images was 4-D, a 4-D float Tensor of shape [batch, new_height, new_width, channels]. If images was 3-D, a 3-D float Tensor of shape [new_height, new_width, channels].