This is the opposite of my experience (assuming the same performance level). Though I consider FPGAs and GPUs mostly cut out for vastly different purposes. I unfortunately can't find a good reference to back this up because very few people do FPGA to GPU comparisons with anything more than a trivial FIR filter or FFT.