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As LBerger said there is no default masking option for smooth operations in opencv. For the speed up you can divide your image into several regions (for the instance in the same number as your system CPU cores) and process them in parallel, then stitch all results together. Opencv contains simple to use API for such optimizations. For the instance you can read this.