tf.image.resize_image_with_crop_or_pad

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

Defined in tensorflow/python/ops/image_ops_impl.py.

See the guide: Images > Cropping

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

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].