For the best results, YouTube recommends having a single image that measures:
This image will be displayed differently depending on the device the user is accessing your channel with.
What dimensions are view-able on what devices?
Download the YouTube channel art banner template below, it will display the boundaries of the different devices. You can use it as a base to start a new banner.