Even some good Automotive Silicone Adhesive will work. Just make sure it is safe to use with paint like Permatex Black Silicone Adhesive Sealant. Which can be used on on weather stripping or windows on your car.
It just takes a bit longer to setup. Best is to tape it into place and let it sit over night, with something like Gorilla Tape.