- Navigate to the blog's main page within Blogger.
- On the left, select the layout tab.
- Click edit on the favicon box in the top left corner.
- Remove the current image or upload a new one.
- For best results, use a small square image. (http://www.favicon.cc/ is good for making one.)
- Click the orange save button.
- It takes about one week for the change to take effect.