In continuous raster which is not DEM, there are gaps having NoData values ( please do not confuse it with Null values) that need to get removed. I specifically want to get rid of them by filling them with averages of surrounding pixels. Is there any possible method in ArcGIS, or Erdas to do this?

I have tried fill function of hydrology tool and mask function to redefine the NoData values in ArcGIS.

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