Hi Sreekanth,
I doubt auto-recover of the page might be possible, as the header of the page is no more valid & corrupted and not sure whether the corruption occurred in relation of a data or index block.
We have seen some occurrences like this before which got rectified by performing reindexing and vacuum full operations on index or entire table.
If the corrupted relation is a data block & reindexing didn't help, based on your current backup strategy, logical (pg)dump/restore) or PITR may help in recovering from corruption problems provided having in tact valid backups before you faced this error.
Hope this helps you in getting required solution.
Please feel free to reach us if you have any queries.