I can tell you from my experience losing weight off your body is not the same as losing weight off your bike.
I have lost 10 pounds or so in the last little bit, and I feel just the same on my bike. My bike has lost 5 pounds in the last year, I feel that is more noticeable especially when you lose it off your wheels.