I am so surprised no one has mentioned starch yet. This is how I do 90% of any curved applique:
Press the fabric over the heat-resistant template like you were doing, only brush a little starch around the edges first. Then hold the iron on it until it's dry.
Here's a video.
https://youtu.be/n5h6i8RxKuE