Registration method for two images with different origin and spacing

I have an image with slices of 5mm thickness and I want to use deformable registration to register it with an image of 1mm thickness slices. Also, the origin is different for both the images.
Is there any method to overcome this problem?

ITK uses physical space for registration, so both of these are handled well.

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But it throws an error, that the images do not occupy same physical space . Also it displays the origin and spacing of the images saying they are different

You need a different initialization, then. Perhaps use CenteredTransformInitializer.

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