Yes part of any double blind test is removing all indications of which is which. This means level matching with an SPL meter is mandatory.
But even if you don't listen blind then do the level matching like saisunil wrote. Do so with noise or a multi-band signal and an SPL meter.
If you've never done a blind test then give it a try. It's very interesting, you might even say exciting, to sit there and not know what's playing! It's a challenge to your audiophile credentials and you just
feel it in a more personal way than with an academic discussion of blind testing on an audio forum.

"Double" blind means that no-one in the room knows what's playing. In some situations you can do this simply by letting the listener set up the connections, and then the assistant flicks inputs not knowing what is what. So neither knows which is playing until the end.
Darren
PS: Plus I agree with everything Bob said!