Set the Mode in Epson Scan 2 according to the original you want to scan. Scan using the settings for documents in Document Mode, and the settings for photos in Photo Mode.
In Epson Scan 2, adjust the image using items on the Advanced Settings tab, and then scan.
If the resolution is low, try increasing the resolution and then scanning.