Are you sure these descriptions aren't part of the image's alternate text or title text attributes? For example you might find you have
<img src='../path/images/sqrl_logo.jpg' alt='squirrel_logo' />
Instead you should just have:
<img src='../path/images/sqrl_logo.jpg' alt='' />
Although alternate text helps screen-readers and people who aren't rendering images they don't need to know about graphics that simply 'adorn' the design of the page. If it's a picture of a building the article is about, you might consider a description in the "alt" text, however screen readers don't want to waste their time saying "td image left with stripes" (for example).