Does detonation affect how fast your car accelerates that much?

I especially notice it when I'm on the interstate and I start gradually getting into it. I know I need to run some higher octane (110) gas in.

It doesn't do it that bad until I get about halfway into it then I back off because I don't want to damage the motor. Just wondering if the slight pinging would affect how fast it is that much.