Sites like facebook,google plus have there whole images in one picture how many bytes of memory can be saved using this method


You are not saving any memory. You are saving bandwidth because you are making fewer HTTP requests to the server.
As pointed out by @iccthedral in the comments section you are actually saving bytes because you now have a single image => the total amount of saved bytes = numberOfPictures * sizeof(pngHeader).
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