Need more information and a screen capture of the original and the EPUB. What version of InDesign? What platform?
Okay, I figured out what was wrong. I had two frames on top of each other in my indesign file. I was anchoring the top frame and using it to create Articles in the Artciles pane. The extra frame behind my images was used to create a shadow effect. Next time, I'll just use shadow effect.