 You can probably take the adhesive that comes with a pack of eye patches, throw it out in the garbage and replace it with a construction adhesive like liquid nails or something similar. That usually works pretty well, sometimes too good as you may have to physically pull the patch off later, but that is better than having it fall off 10 minutes after you stuck it on and let the animal go.