Supplier Bank detail not coming while making payment from payment manager

For many supplier we are facing issue that we have bank account and branch defined on the supplier level. But when the payment batch is executed with all required parameters detail the supplier and invoice is selected but bank is not appearing on the payment process. Users have to manually enter that detail.

Please confirm why this is happening and how to rectify the same.