Removing unwanted peaks from signal
Maybe you could tell us more about the peak picking algorithm you are using!

Some ideas:


Use median filtering to remove noise (rather than a linear filter).
If you have prior knowledge of the shape of the peaks you want to detect, use a correlator (matched filter) for this shape.
Discriminate peaks according their amplitude.