Police said five persons fell from the vessel packed with Kolkata Knight Rider supporters on way back from Eden Gardens to Howrah station across the river, after the game was over.
While four of them could be rescued by boatmen and those present, the woman was drawn by the tides and could not be spotted later on.
Search operation was on for the missing lady whose identity could not be ascertained till late tonight.