Stick them on a current limited power supply at their rated voltage, limited to a couple mA.
Use a multimeter to measure the leakage current, it should be in the double-digit uA range for a good capacitor.
If you stay in the mA range after a few minutes, they're bad.
High leakage can sometimes cause an inflated capacitance measurement.