tf.image.resize_image_with_pad

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Resizes and pads an image to a target width and height.

tf.image.resize_image_with_pad(
    image, target_height, target_width, method=ResizeMethodV1.BILINEAR,
    align_corners=False
)

Resizes an image to a target width and height by keeping the aspect ratio the same without distortion. If the target dimensions don't match the image dimensions, the image is resized and then padded with zeroes to match requested dimensions.

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.
method Method to use for resizing image. See resize_images()
align_corners bool. If True, the centers of the 4 corner pixels of the input and output tensors are aligned, preserving the values at the corner pixels. Defaults to False.

ValueError if target_height or target_width are zero or negative.

Resized and 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].