I have to select a FPGA for my IR image processing application. I am confused in deciding which factors to consider for selecting the FPGA.

I know there are concerns like I/o pins, memory, cost, etc, but in order to make sure that the FPGA meets my requirements from the IR sensor, what strategy/procedure should I adapt?