Boost converter high output impedance
You should consider dynamically adjusting the mark-space ratio to keep the output voltage level fairly constant across a wide range of loads. The picture below should give you an idea: -


(source: dos4ever.com)  


  Is putting a very high resistor in parallel with the output capacitor
  of the boost will solve this drop?


No, this will have no beneficial effect at all.