Tensorflow tf.extract_image_patches for 3D images

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Can someone provide an implementation for tf.extract_image_patches but that works with 3D images (ideally with n-dimensional tensors) I was thinking about using tf.strided_slice but I can't figure out a way of using it without looping over the tensor...

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